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Volume 8 | Issue 3

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  Paper Title: Height to Weight ratio in hostel versus non-hostel students of 4th year in Kabul University of Medical Sciences

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003297

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003297

  Register Paper ID - 192747

  Title: HEIGHT TO WEIGHT RATIO IN HOSTEL VERSUS NON-HOSTEL STUDENTS OF 4TH YEAR IN KABUL UNIVERSITY OF MEDICAL SCIENCES

  Author Name(s): Lutfullah Ariapoor, Mohammd Anwar Haneef, Abdul Rahim Ghafari, Said Aminullah Alizai, Bibi Maryam Abed

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2116-2120

 Year: March 2020

 Downloads: 1364

 Abstract

Appropriate nutrition is an important contributing factor to healthy life, which helps in physical and mental health as well as prolonged life expectancy of people. Unfortunately, in developing countries such as Afghanistan there is little focus on the youth nutrition, growth and development. There is imbalance nutritional status among this group, some of them are underweight and some others are overweight. Having normal body weight is one of the important factors for health and wellbeing of the human being and studying the proportion of body height and weight has always been the key focus areas of the researches. Objective: To identify the height and weight ratio among the 4th year students of Kabul University of Medical Sciences Method: This descriptive cross-sectional study was conducted on the fourth year students of Kabul Medical University, aged 20 to 25 years. The study materials include digital scale, height measurement instrument and a specific table for recording of the measurements including the subjects� related other information, based on which the BMI of the students in two groups of those who are living in hostel and those who are not in hostel. Results: a total of 236 students participated in this study including 162 residence of hostel and 74 not hosteled. The mean BMI in non-hosteled student was SEM 22.1�0.1, while it is SEM 19.9�0.1 among those who are residing in hostel. Conclusion: There are differences between the mean BMI value of hosteled and non-hosteled students with low BMI in hosteled students in comparison to the non-hosteled students.


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Nutrition, Weight, Height, Hostel, Non-hostel and BMI.

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  Paper Title: COMMUNITY PARTICIPATION IN O & M OF RURAL WATER SUPPLY SCHEMES � A CASE STUDY IN BIKANER DISTRICT IN WESTERN RAJASTHAN

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003296

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003296

  Register Paper ID - 192776

  Title: COMMUNITY PARTICIPATION IN O & M OF RURAL WATER SUPPLY SCHEMES � A CASE STUDY IN BIKANER DISTRICT IN WESTERN RAJASTHAN

  Author Name(s): Dr. Jyotirmoy Sarma

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2114-2115

 Year: March 2020

 Downloads: 1329

 Abstract

Community participation in operation and maintenance of rural water supply schemes is the need of the day. To achieve this, training on O &M needs to be imparted to villagers along with awareness generation on safe water use and hygiene practice. It has been found that sincere and sustained effort for a long duration needs to be made to achieve successful participation of villagers in O & M of rural water supply schemes.


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Community participation, O & M, Sanitary Diggi, rural water supply scheme

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  Paper Title: EFFECT OF INTERNSHIP IN HOTEL INDUSTRY ON AN INDIVIDUAL`S SOCIAL PERSONALITY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003295

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003295

  Register Paper ID - 192789

  Title: EFFECT OF INTERNSHIP IN HOTEL INDUSTRY ON AN INDIVIDUAL`S SOCIAL PERSONALITY

  Author Name(s): Sakshi Mundra, Dr. Nita Thomas

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2086-2113

 Year: March 2020

 Downloads: 1417

 Abstract

The study was conducted to establish a relationship between internships in hospitality industry and their effect on individual�s social personality. Aim of the project is to identify how internships in hospitality industry affect an individual�s personality traits. It also aims at clarifying how we can maximize the positive outcomes of internships and the future careers of their participants. The study was conducted through Big Five personality trait model. Each of these traits was analyzed with individual�s internship experience and results were summarized. A survey was conducted among 243 candidates from Bangalore who had undergone a minimum of 2 months of internship in hotel industry. It was found out that openness, conscientiousness, agreeableness and work environment has a significant impact on willingness to join the industry. These personality traits help in building network, socializing and taking risk in the work place which in turn enhances their work experience. On the other hand, neuroticism and extraversion had the most negative effect on willingness.


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Big Five personality trait model, work environment, duration of internship, willingness to work in hospitality industry

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  Paper Title: EFFECT OF SPIN-OFF ON SHAREHOLDERS' WEALTH - A CASE OF ARVIND LTD.

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003294

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003294

  Register Paper ID - 192740

  Title: EFFECT OF SPIN-OFF ON SHAREHOLDERS' WEALTH - A CASE OF ARVIND LTD.

  Author Name(s): Dr. Sathisha H K, Sowmya G S

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2081-2085

 Year: March 2020

 Downloads: 1383

 Abstract

Divestitures in Indian corporate are increasing in recent times. Divestitures are seen as one of the means for growth of the business and also to create value to the shareholders. There are various forms of divestitures, in which most of the recent divestitures are in the form of spin-offs. This paper examines the effect of spin-off on shareholders wealth at Arvind Ltd. Four years pre-spin-off and three years post spin-off data is considered for the study. The results showed that operating performance of new company is in increasing trend. The average stock returns in post spin-off announcement period are higher when compared to pre spin-off announcement period average returns.


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Restructuring, Divestiture, Spin-off, Value, Event study

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  Paper Title: SENSE OF HUMOR AND POSITIVE PSYCHOLOGICAL CAPACITIES AMONG DIFFERENTLY ABLED WOMEN

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003293

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003293

  Register Paper ID - 192723

  Title: SENSE OF HUMOR AND POSITIVE PSYCHOLOGICAL CAPACITIES AMONG DIFFERENTLY ABLED WOMEN

  Author Name(s): Soumya murali

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2076-2080

 Year: March 2020

 Downloads: 1386

 Abstract

Studies based on humor are increasing day by day due to its connection with positive psychology. This study is based on the relationship of sense of humor and the positive psychological capacities in differently abled Emerging adult women. The sample size is 50 and the sample was collected from Chennai. This study studies the relationship between sense of humor and the four main dimensions, hope, confidence, resilience and optimism among differently abled women. A correlational study was done in which it was found that sense of humor has a positive relationship with positive psychological capacities, hope and resilience. This study can give a foundation for future studies on differently abled people.


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Sense of humor, women, positive capacities

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  Paper Title: IMPACT OF UNIT LINKED INSURANCE PLAN ON POLICY HOLDER

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003292

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003292

  Register Paper ID - 192709

  Title: IMPACT OF UNIT LINKED INSURANCE PLAN ON POLICY HOLDER

  Author Name(s): L. keerthana, Sudhakar Reddy B

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2073-2075

 Year: March 2020

 Downloads: 1390

 Abstract

Unit linked insurance plan has possibly been the single largest innovation in the field of life insurance .It has addressed and overcome many difficulties and concerns that customers had about life insurance which are liquidity ,flexibility and transparency. . They disclose all the material facts to frequent and consistent (quarterly or half yearly) These factors which gave entry for ULIP�S in the insurance market are Arrival of private of private players and were the most significant innovation done by them. Decline of assured returns in endowment plans. Besides this as the stock markets were now become the primary factor.


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Evaluation of effectiveness, Capital funds, Risk management

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  Paper Title: TO ASSESS THE IMPACT OF STRESS ON ACADEMIC PERFORMANCE.

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003291

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003291

  Register Paper ID - 192162

  Title: TO ASSESS THE IMPACT OF STRESS ON ACADEMIC PERFORMANCE.

  Author Name(s): Sangya

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2061-2072

 Year: March 2020

 Downloads: 1485

 Abstract

ABSTRACT Students experience stress during their academic years. This stress is related to issues including, financial issues, health problems, social issues and academic difficulties. Stress can either negatively or positively influence academic achievement, the aim of this study is to explore the relationship between stress and academic performance of the students and identify sources of stress effecting academic performance. Problems like lack of mutual help from the class mates or batch mates, linguistic barriers, high workload, lack of interest in some of the courses, lack of healthy teacher-students relationships etc were causing a lot of stress among the college students. Persistent stress leads to low self-esteem of students, difficulty in handling different situation, sleep disorder, decreased attention and abnormal appetite which eventually effects the academic achievement and personal growth of students Academic related factors are the major cause of stress in students. It is important that students should be counseling and trained to manage stress effectively otherwise it can adversely influence their health and academic performance.


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Linguistic barriers, Workload, Persistent stress, Abnormal appetite

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  Paper Title: EVALUATING THE FACTORS AFFECTING HR POLICIES AND THEIR IMPACT ON JOB SATISFACTION OF SBI EMPLOYEES

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003290

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003290

  Register Paper ID - 192803

  Title: EVALUATING THE FACTORS AFFECTING HR POLICIES AND THEIR IMPACT ON JOB SATISFACTION OF SBI EMPLOYEES

  Author Name(s): Ms. Khushboo Chhabra, Dr.Neeraj Singh, Dr. Vishal Sood

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2053-2060

 Year: March 2020

 Downloads: 1365

 Abstract

In current time of exceptionally unpredictable business conditions it is observed that, competition is posing difficulties in procurement and improvement of human assets. Being significant and rare capacities, Human Resource (HR) is considered as a wellspring of economical competitive advantage and strength. The accomplishment of an association relies on a few factors however the most critical factors that influences the organisational execution is its human talent acquisition and retentions. HR assume a vital job in accomplishing a creative and top notch product or services in organisation. The present research endeavours to analyse and look at the effect of factors contributing towards human asset in government banks with special reference to State Bank of India. In the examination, it has been seen that the State Banks of India follow HR Practices fitting to their need customization. This is on the grounds that representative approaches straight forwardly proving an impact HR practices that, needs all factors to be evaluated and understood significantly. In contrast with Job satisfaction in the area of HR mobilization, preparing, improvement, execution of HR policies to enhance and develop worker interest during the job was studied using Factor Analysis and Regression.


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Human Resource, HR Practices, Acquisition, Retention, Factor analysis and Regression.

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  Paper Title: PRIMARY SCHOOL TEACHERS AWARENESS OF RIGHT TO EDUCATION ACT 2009: A STUDY OF DISTRICT MUZAFFARNAGAR OF UTTAR PRADESH STATE

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003289

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003289

  Register Paper ID - 192788

  Title: PRIMARY SCHOOL TEACHERS AWARENESS OF RIGHT TO EDUCATION ACT 2009: A STUDY OF DISTRICT MUZAFFARNAGAR OF UTTAR PRADESH STATE

  Author Name(s): JUGMAHEER GAUTAM, Dr. Anand Shrivastav, Dr. Pramod Kumar Rajput

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2042-2052

 Year: March 2020

 Downloads: 1377

 Abstract


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Key Words: Primary School, Awareness, Right To Education Act.

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  Paper Title: SELF-ESTEEM IN RELATION TO INTERNAL AND EXTERNAL LOCUS OF CONTROL AMONG DRUG ADDICTS OF JAMMU CITY

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003288

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003288

  Register Paper ID - 192753

  Title: SELF-ESTEEM IN RELATION TO INTERNAL AND EXTERNAL LOCUS OF CONTROL AMONG DRUG ADDICTS OF JAMMU CITY

  Author Name(s): Saima Hafiz, Kumari Manju Bhau

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2035-2041

 Year: March 2020

 Downloads: 1457

 Abstract

The aim of the present study is to find out the variance explained by locus of control with respect to self- esteem among young drug abusers and non abusers. Youth is the most vulnerable section of the society that is at higher risk of becoming drug addictive. It is a time period in which they are at delicate age of their life and show higher risk taking behavior. Person with high self-esteem are more likely to have internal locus of control, while person with low self-esteem are more likely to have external locus of control and are more prone to become drug abusers. Adolescence make use of drugs to deal with stress, peer pressure, and emotional distress, if this behavior is not learned during adolescence due to infrequent exposure to risk, there may be a good chance that drugs will not be used later in life to handle distress. Self-esteem as a personality variable refers to the degree to which a person values and accepts him- or herself. Results of regression analysis show that external locus of control explains 7.90% variance among drug abusers. It can be said that self esteem among abusers can be improvised by enhancing their external locus of control.


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Internal and External locus of control, self esteem, abusers, regression analysis.

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  Paper Title: Muradabad Janpad ke nagrik

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003287

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003287

  Register Paper ID - 192085

  Title: MURADABAD JANPAD KE NAGRIK

  Author Name(s): Dr.S.K Sharma, Brahm Singh

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2028-2034

 Year: March 2020

 Downloads: 1428

 Abstract

Muradabad Janpad ke nagrik


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Muradabad Janpad ke nagrik

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  Paper Title: SIMPLE UV SPECTROPHOTOMETRIC METHOD FOR THE DETERMINATION OF FLUVASTATIN

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003286

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003286

  Register Paper ID - 192459

  Title: SIMPLE UV SPECTROPHOTOMETRIC METHOD FOR THE DETERMINATION OF FLUVASTATIN

  Author Name(s): Komal Hotkar, Deepak Bhosale, Minal Khanapure, Naziya Kalyani

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2023-2027

 Year: March 2020

 Downloads: 1394

 Abstract

ABSTRACT Objective: To determine the Statin (Fluvastatin) in pure form simple and cost effective spectrophotometric method was developed. Methods: The UV spectrum of Fluvastatin in methanol showed absorption maximum at 304 nm and obeys beer�s law in the concentration range 5-30 �g/ml. The absorbance was found to be increases concentration with increasing linearity which is calculated by correlation coefficient value of 0.998. This method was validated for the accuracy, linearity, precision, ruggedness and robustness. Results: The method has demonstrated excellent linearity over the range of 5-30 �g/ml with regression equation y = 0.022x + 0.053 and regression coefficient r2 = 0.998. Furthermore, the method was found to be highly sensitive with LOD (1.501�g/ml) and LOQ (4.550�g/ml) Conclusion: On the basis of the results, this method was successfully applied for the assay of Fluvastatin in different pharmaceutical dosage forms.


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Keywords: Fluvastatin, Spectrophotometry, Dimethyl formamide, validation.

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  Paper Title: POOR TACTILE DYSFUNCTION IN CHILDREN WITH AUTISM

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003285

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003285

  Register Paper ID - 192786

  Title: POOR TACTILE DYSFUNCTION IN CHILDREN WITH AUTISM

  Author Name(s): Shameem Banu Showkath Hussain

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2017-2022

 Year: March 2020

 Downloads: 1411

 Abstract

Autism spectrum disorder is characterized by persistent deficits in the ability to initiate and to sustain reciprocal social interaction and social communication, and by a range of restricted, repetitive, and inflexible patterns of behaviour and interests. Sensory symptoms are prevalent in autism spectrum disorder, and prevalence rates of tactile dysfunction in children with Autism have significantly to the extent of 77%. A descriptive and qualitative study on "Poor Tactile Dysfunction in Children with Autism" was carried out to study the presence of poor tactile perception and discrimination with regard to various tactile components. The Sensory Processing Disorder Checklist by Carol Stock Kranowitz (1995) has been used for this study. Data was collected from three special schools by using direct observation, parental interview, interaction with special educators and caregivers. Data were descriptively and qualitatively analyzed. Children with poor tactile dysfunction experience difficulty in motor planning and body awareness.


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Autism, Sensory Symptoms, Poor Tactile Dysfunction, Motor Planning, Body Awareness

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  Paper Title: NUMERICAL INVESTIGATION ON THE FLEXURAL BEHAVIOUR OF COLD FORMED STEEL SIGMA BEAM

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003284

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003284

  Register Paper ID - 192797

  Title: NUMERICAL INVESTIGATION ON THE FLEXURAL BEHAVIOUR OF COLD FORMED STEEL SIGMA BEAM

  Author Name(s): K.Subramaniyan, R.Thenmozhi

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2011-2016

 Year: March 2020

 Downloads: 1396

 Abstract

ABSTRACT Cold-formed steel sections are widely used for light-gauge structural beams and roof purlins due to their high strength-to-weight ratio and ease of installation on site. The commonly used profiles have a wide variety of cross sectional shapes, e.g. C, Z, �top hat� and sigma sections. Amongst these popular sections, the sigma section possesses several structural advantages, such as high cross-sectional resistance and large torsional rigidity compared with standard Z or C sections. These also have shear Center close to the web. Commercially in market, �?� sigma sections are available which are predominantly used as lightly loaded and medium span elements in roofing systems. This study aims to make the flexural member with two point loading, equally strong under compression and tension by opting suitable geometry as Cold Formed Steel has the versatility of being cast into three different sigma sections of equal cross section. The coupon test was conducted to obtain material property. Finite element analysis has been carried out using the software ABAQUS 6.14-1.The investigation has thus enabled to study the effect of dimension and position of web stiffener on the flexural behaviour and strength prediction of cold formed steel sigma section.


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Beam, Cold-formed steel, Sigma sections, Finite element and Tension coupon test

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  Paper Title: LANDSLIDE, FLOOD PREDICTION USING WSN DATA

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003283

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003283

  Register Paper ID - 192790

  Title: LANDSLIDE, FLOOD PREDICTION USING WSN DATA

  Author Name(s): Shafiya S, Mr. R S Prasanna Kumar

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2008-2010

 Year: March 2020

 Downloads: 1318

 Abstract

Disaster prediction is a challenging research area, where a future occurrence of the devastating catastrophe is predicted. In the project a simpler way of detecting the occurrence of landslide and flood has been introduced. It is based on collecting WSN data and using the API�s where weather information API is used to fetch live weather details. The collected live weather of a particular place is used to predict the disaster. If there is a chance of occurrence of the disaster (landslide, flood) then an alert message is sent to the concerned authority to create awareness among people.


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WSN , API, Landslide, Flood

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  Paper Title: A NOVEL APPROACH FOR LOCATION BASED CRIME ANALYSIS USING DATA MINING

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003282

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003282

  Register Paper ID - 192635

  Title: A NOVEL APPROACH FOR LOCATION BASED CRIME ANALYSIS USING DATA MINING

  Author Name(s): Sk. Wasim Akram, P. Bala Viswanadh, R.V. Kedar, P. Siva Sai Teja, P. Rahul Kumar

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 2003-2007

 Year: March 2020

 Downloads: 1381

 Abstract

In today�s era, there is a large amount of increase in the crime rate due to the research gap between technologies and the optimal usage of Investigation. Identifying and analysing the patterns for crime prevention is one of the big challenge. Also, due to some technological limitations, having large amount of data it is difficult to analyse crimes. The goal of this paper is to propose employment of algorithms that works efficiently on large amount of data. This paper is concentrated on crime prevention by concerning various incidents occurred in various states.


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Crime Analysis, Location Based Systems, Data Mining, Database, K Mean.

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  Paper Title: SECURED SUPPLY CHAIN MANAGEMENT FOR MEDICAL COMPANIES USING BLOCKCHAIN

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003281

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003281

  Register Paper ID - 192588

  Title: SECURED SUPPLY CHAIN MANAGEMENT FOR MEDICAL COMPANIES USING BLOCKCHAIN

  Author Name(s): R Salini, C Jackulin, T M Brindha , S Kamatchi Karthika , R Deepitha

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 1998-2002

 Year: March 2020

 Downloads: 1345

 Abstract

Supply chain management in pharmaceutical industry is a complex process which comprises of managing tasks like manufacturing, storage, and sales of medical drugs. Though supply chain management is a challenge on every industry, in health care, compromised supply chain adds risk to consumers� safety. Increased adoption of technology, globalization and industry populated with multiple stakeholders in various jurisdictions has given rise to a complicated health supply chain. In this operation process, due to imbalance and asymmetry of information among the stakeholders arises a fraud problem such as compromising the consumer drug information. In such cases, in order to improve the security and reliability of drug information we suggest blockchain based data storage technology. In this paper we discuss about hoe fraudulent drug information problem can be resolved using blockchain and by the way presenting reliable information to the concerning consumers. We discuss about smart contract based on Consensus algorithm. Blockchain in pharmaceutical supply chain not only reduces the risk of counterfeiting and theft, but also allows efficient inventory management


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Supply chain, blockchain, pharmaceutical industry, proof of work, medical drug information, drug counterfeiting.

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  Paper Title: JANPAD RAMPUR ME JAL SANSADHANO KA BHAUGOLIC VISHLESHAN

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003280

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003280

  Register Paper ID - 192778

  Title: JANPAD RAMPUR ME JAL SANSADHANO KA BHAUGOLIC VISHLESHAN

  Author Name(s): Mr Saudan Singh

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 1991-1997

 Year: March 2020

 Downloads: 1362

 Abstract

ANPAD RAMPUR ME JAL SANSADHANO KA BHAUGOLIC VISHLESHAN


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Creative Commons Attribution 4.0 and The Open Definition

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ANPAD RAMPUR ME JAL SANSADHANO KA BHAUGOLIC VISHLESHAN

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Creative Commons Attribution 4.0 and The Open Definition

  Paper Title: EMOTION RECOGNITION BY ANALYSING HUMAN VOICE

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003279

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  Published Paper ID: - IJCRT2003279

  Register Paper ID - 192639

  Title: EMOTION RECOGNITION BY ANALYSING HUMAN VOICE

  Author Name(s): Venkatesh P, Mohan Kumar K, Ranjith kumar R, Sankar V

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 1987-1990

 Year: March 2020

 Downloads: 1316

 Abstract

Emotion recognition is that a part of speech recognition which is gaining more popularity and wish for it increases enormously. Although there are methods to know emotion using machine learning techniques, this project attempts to use deep learning and image classification method to acknowledge emotion and classify the emotion consistent with the speech signals. Our proposed model outperforms previous state-of-the-art methods in assigning data to at least one of 4 emotion categories (i.e., angry, happy, sad and neutral) when the model is applied to the RAVDESS dataset, as re?ected by accuracies starting from 68.8% to 71.8%. Various datasets are investigated and explored for training emotion recognition model are explained during this paper.


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Emotion recognition

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Creative Commons Attribution 4.0 and The Open Definition

  Paper Title: HARDY SPACES ON THE DISK AND ITS APPLICATIONS

  Publisher Journal Name: IJCRT

  DOI Member: 10.6084/m9.doi.one.IJCRT2003278

  Your Paper Publication Details:

  Published Paper ID: - IJCRT2003278

  Register Paper ID - 192742

  Title: HARDY SPACES ON THE DISK AND ITS APPLICATIONS

  Author Name(s): Praveen Sharma

 Publisher Journal name: IJCRT

 Volume: 8

 Issue: 3

 Pages: 1980-1986

 Year: March 2020

 Downloads: 1402

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documentclass[11pt]{article} usepackage{fullpage} usepackage{amsfonts} usepackage{amsmath} usepackage{amssymb} usepackage{amsthm} ewtheorem{theorem}{Theorem}[section] egin{document} itle{Hardy Hilbert spaces and its applications} author{Praveen Sharma Department of Mathematics, University of Delhi} date{} maketitle section*{Abstract} In this paper , we discuss the Hardy Hilbert Space on the open disk with center origin and radius unity. We have proved that $H^2$ Space is isomorphic to proper subspace of $L^2$ Space which has various applications in Quantumm Mechanics. section{Preliminaries} subsubsection{Definition(Inner Product Space)} An extit{inner product space} is an vector space $W$ (over field $K=mathbb{R}ormathbb{C}$) with an inner product defined on it. Here, an inner product is an function $<,> : W imes W o K$ which satisfies the following properties:-- egin{enumerate} item $<alpha u+v,w>hspace{1cm} =hspace{1cm} alpha<u,w> + <v,w>$ item $ overline{<u,v>} hspace{2cm} =hspace{1cm} <v,u> $ item $<u,u> hspace{2cm} geq 0$ item $ <u,u> = 0 hspace{1cm} Leftrightarrow u = 0$ hspace{1cm} ( extbf{ for all scalers $alphain K$ and for all vectors $u,v,win W$}) paragraph{Note1} extbf{ Every inner product space is an normed spaces with the norm induced by the inner product is given by} egin{center} $||u|| = sqrt{<u,u>}$ end{center} paragraph{Note2} extbf{An normed space $(W,||.||)$ is said to be complete if each cauchy sequence coverges in $W$.} end{enumerate} subsection{Hilbert Space} An Hilbert Space is defined as the complete inner product space.smallskip extbf{Example:-} smallskip egin{center} egin{large} extbf{$l^2 = {(x_0,x_1,ldots ) : x_n in mathbb{C}, sum_{n=0}^infty |x_n|^2 <infty }$}end{large} end{center} i.e. all the elements of $l^2$ are the sequence of all the complex numbers that are square-summable. Inner product on $l^2$ is given by :- egin{center} extbf{$ <(x_n)_{n=0}^infty , (y_n)_{n=0}^infty> = sum_{n=0}^infty{x_noverline{y_n}}$} hspace{1cm} ( extsc{it is an hilbert sequence space)} end{center} subsection{Definition(Orthonormal sets and sequences)} An subset $X$ of an inner product space is said to be orthonormal if for all $u, v in X $ we have , $$ <u,v> = left{egin{array}{ll} 0 & mathrm{if} u eq v ||u||^2 & mathrm{if} u=v end{array} ight. .$$ paragraph{Note} extbf{If norm of each element of an orthogonal set $X$ is 1 then the set is said to be orthogonal. i.e for all $u,v in X$ we have, } $$ <u,v> = left{ egin{array}{ll} 0 & mathrm{if} u eq v 1 & mathrm{if} u =v end{array} ight. $$ subsection{Definition(Orthonormal basis)} An orthonormal subset $X$ of Hilbert space $W$ is said to be an orthonormal basis if span of $X$ is dense in $W$.i.e. $$overline{spanX} = W $$ paragraph{Note} Every Hilbert space $W eq{0}$ has an orthonormal basis. subsection{Definition(Separable Hilbert Space)} An Hilbert-Space $W$ is said to be extit{separable} if there exist an countable set which is dense in $W$.smallskip extbf{Example:} $l^2$ is an separable Hilbert space paragraph{Note} Each orthonormal basis of an separable Hilbert space are countable.Therefore orthonormal basis of $l^2$ are countable subsection*{Recall} egin{enumerate} item An orthonormal sequence $(e_n)_{n=0}^infty$ is an orthonormal basis of an Hilbert - Space $W$ egin{LARGE}$$Leftrightarrow$$end{LARGE} for all $uin W$ we havehspace{2cm}$ sum_{n=0}^infty|<u,e_n>|^2 = ||u||^2$ cite{kreyszig1978introductory} hspace{0.5cm} extbf{Parseval identity} item Let $(e_n)$ be an orthonormal sequence in an Hilbert-space then $$ sum_{n=0}^inftyalpha_ne_n$$ converges in $W$ $$iff$$ the series $$sum_{n=0}^infty|alpha_n|^2$$ converges in $mathbb{R}$ end{enumerate} section{THE HARDY-HILBERT SPACE} subsection{DEFINITION} { It is defined as the space of all the analytic functions which have a power series representation about origin with square-summable complex coefficients. It is denoted by extbf{ $H^2$}. $$ H^2 = { f : f(z) = sum_{n=0}^infty alpha_nz^n : sum_{n=0}^infty|alpha_n|^2 <infty}$$ Inner Product on $H^2$ is given by $$<f,g> =sum_{n=0}^infty a_noverline{b_n}$$ for $ f(z) = sum_{n=0}^infty a_nz^n hspace{0.5cm} and hspace{0.5cm} g(z) = sum_{n=0}^infty b_nz^nhspace{0.3cm} in hspace{0.2cm} H^2$ egin{theorem} extbf{The Hardy-Hilbert space is an separable Hilbert Space.} end{theorem} egin{proof} Define an function;-- $$ phi:l^2 o H^2$$ given by $$ (a_n)_{n=0}^infty o sum_{n=0}^infty a_nz^n$$ egin{itemize} item extbf{underline{ $phi$ is well defined}} since hspace{1cm} $ (a_n)_{n=0}^infty in l^2 Rightarrow sum_{n=0}^infty |a_n|^2 <infty Rightarrow sum_{n=0}^infty a_nz^n $ hspace{1cm} which being an power series is an analytic function whose coefficients are square summable hence is in $H^2$ $ herefore phi$ is well defined item extbf{underline{Clearly $phi$ is linear}} item extbf{underline{ $phi$ is isometric}} Fix $(a_n)_{n=0}^infty in l^2 $ then we have $$phi((a_n)_{n=0}^infty) = ||sum_{n=0}^infty a_nz^n||_{H^2} = sqrt{sum_{n=0}^infty |a_n|^2} =||(a_n)_{n=0}^infty||_{l^2} $$ $ herefore phi$ is an isometric $ herefore phi$ preserves the norm so that the inner product item extbf{since isometry property implies one one property$ herefore phi$ is one one } cite{bhatia2009notes} item extbf{underline{$phi$ is onto}}smallskip Let $f in H^2$ then $f(z) = sum_{n=0}^infty a_nz^n$ where $sum_{n=0}^infty|a_n|^2<infty$medskip extbf{ define} $x=(a_0,a_1,ldots)$ extbf{Since} $$||x||^2 =sum_{n=0}^infty |a_n|^2 <infty$$ extbf{$$ herefore xin l^2$$} extbf{and}$$phi(x) = f $$ extbf{$$ hereforephi hspace{0.5cm} is hspace{0.5cm} onto$$} end{itemize} extbf{Therefore $phi$ is an vector space isomorphism which also preserves the inner product. Since $l^2$ is an separable Hilbert space hence $H^2$ is also an separable Hilbert Space } end{proof} paragraph{Notations} $mathbb{D}= {z:|z|<1}$ denotes the open unit disk about origin in $mathbb{C}$ $mathbb{S^1} ={z:|z|=1}$ denotes the unit circle about origin in $mathbb{C}$ egin{theorem} extbf{Radius of convergence of each function in $H^2$ is atleast $1$} (i.e. each function in $H^2$ is analytic in the open unit disk $mathbb{D} $) end{theorem} egin{proof} Let $z_0in mathbb{D}$ is fixed $Rightarrowhspace{0.5cm} |z_0|<1$ $ herefore$ the geometric series $sum_{n=0}^infty |z_0|^n$ converges. Let $fin H^2$ is arbitrary.Then $$f(z) = sum_{n=0}^infty a_nz^n hspace{2cm} where hspace{1cm} sum_{n=0}^infty|a_n|^2 <infty$$ Since the series $sum_{n=0}^infty|a_n|^2$ converges $Rightarrow$ $|a_n|^2 longrightarrow 0 Rightarrow|a_n|longrightarrow 0$ $ herefore (|a_n|)_{n=0}^infty$ is an convergent sequence hence bounded. $ herefore exists M>0 $ such that $$ |a_n|leq M hspace{2cm} forall hspace{1cm} ngeq0$$ Now $$sum_{n=0}^infty|a_nz_0^n| leq Msum_{n=0}^infty|z_0|^n $$ where being an geometric series right hand side converges. $ herefore$ By Comparison test the series $ sum_{n=0}^infty a_nz_0^n$ converges absolutely . Since in Hilbert space absolute convergence implies convergence. $ herefore$ the series $sum_{n=0}^infty a_nz_0^n$ converges in $H^2$ since $z_0in H^2$ is arbitrary $ herefore$ each function in $H^2$ is analytic in the unit disk $mathbb{D}$ end{proof} subsection{Definition ($L^2(mathbb{S^1})$ space)} It is defined as the space of all the equivalence classes of functions cite{royden2010real} that are Lebesgue measurable on $S^mathbb{1}$ and square integrable on $S^mathbb{1}$ with respect to Lebesgue measure normalized such that measure of $S^mathbb{1}$ is $1$. $$ L^2(S^mathbb{1}) = {f: f hspace{0.2cm} ishspace{0.2cm} Lesbesgue hspace{0.2cm} measurable hspace{0.2cm} onhspace{0.2cm} mathbb{S^1} hspace{0.2cm} andhspace{0.3cm} frac{1}{2pi}int_0^{2pi}|f(e^{iota heta)}|^2d heta<infty } $$ Inner product on $L^2(mathbb{S^1})$ is given by - $$<f,g> = frac{1}{2pi}int_0^{2pi} f(e^{iota heta})overline{g(e^{iota heta})}d heta$$ paragraph{Note} $L^2(mathbb{S^1})$ is an Hilbert-space with the orthonormal basis given by ${e_n: nin mathbb{Z}}$ where $e_n(e^{iota heta})= e^{iota n heta}.$ extbf{Therefore} $$L^2(mathbb{S^1}) =left {f:f=sum_{n=-infty}^{n=infty}<f,e_n>e_n ight}.$$.cite{martinez2007introduction} subsubsection{Definition ($widehat{H^2}$ space)} $$widehat{H^2} = {f in L^2(mathbb{S^1}): <f,e_n> =0hspace{0.2cm} forhspace{0.2cm} negativehspace{0.2cm} valuehspace{0.2cm} ofhspace{0.2cm} n }$$ $$widehat{H^2} = left{f in L^2(mathbb{S^1}) : f= sum_{n=0}^infty <f,e_n>e_n ight }.$$ extbf{$widehat{H^2}$ is an subspace of $L^2(mathbb{S^1})$ whose negative Fourier coefficients are 0 $ herefore $ ${e_n : n=0,1,ldots }$ are orthonormal basis of $widehat{H^2}$} egin{theorem} egin{LARGE} extbf{$widehat{H^2}$ is an Hilbert-space}end{LARGE} end{theorem} egin{proof} Let $f in overline{widehat{H^2}}$ then there exist an sequence $(f_n)_{n=0}^infty$medskip such that hspace{2cm} $f_n longrightarrow f$ as $nlongrightarrowinfty$medskip Since hspace{2cm} $f_nin widehat{H^2}hspace{1cm} forall hspace{1cm} ngeq0$medskip $ herefore hspace{3cm} <f_n,e_k>=0 hspace{1cm} forall ngeq0 hspace{1cm} and hspace{1cm} forall k<0$medskip extbf{Now for each $k<0$ we have}medskip $|<f_n,e_k> - <f,e_k>| leq |<(f_n-f,e_k>| leq||f_n - f||longrightarrow 0 hspace{0.3cm} ashspace{0.1cm} nlongrightarrowinfty$(Schwarz Inequality cite{kreyszig1978introductory})medskip since $ hspace{3cm} <f_n,e_k>=0 hspace{1cm} forall ngeq0 hspace{1cm} Rightarrow hspace{1cm} <f,e_k>=0 $medskip Since $k<0$ is arbitrary $ herefore hspace{1cm}<f,e_k>=0 hspace{1cm}forallhspace{1cm} k<0$medskip $$ hereforehspace{1cm} fin widehat{H^2}$$ extbf{Therefore $widehat{H^2}$ is an closed subspace of $L^2(mathbb{S^1})$ Hence an Hilbert-Space} end{proof} egin{theorem} egin{large} extbf{The Hardy-Hilbert space can be identified as a subspace of $L^2(mathbb{S^1})$} end{large} end{theorem} egin{proof} Define an function extbf{$$psi:H^2 owidehat{H^2}$$} $$f o ilde{f}$$ where $f(z)=sum_{n=0}^infty a_nz^n$hspace{1cm} and hspace{1cm} $ ilde{f}=sum_{n=0}^infty a_ne_n$ egin{itemize} item extbf{underline{$psi$ is well defined}}medskip Let $f in H^2$ hspace{0.5cm} Then hspace{0.5cm} $f(z)=sum_{n=0}^infty a_nz^n$ hspace{0.5cm} where hspace{0.5cm} $sum_{n=0}^infty |a_n|^2 <infty$medskip Then by extbf{(recall 2)} the series $ ilde{f} =sum_{n=0}^infty a_ne_n $ converges in $widehat{H^2}$medskip $ hereforepsi$ hspace{0.5cm} is hspace{0.5cm} wellhspace{0.5cm} defined item extbf{underline{Clearly $psi$ is linear}}medskip item extbf{underline{$psi$ is an isometry}}medskip For any arbitrary $fin H^2$ where $f(z)=sum_{n=0}^infty a_nz^n$ we have:- $$ || psi(f)|| = || ilde{f}|| = frac{1}{2pi}int_0^{2pi}| ilde{ f}(e^{iota heta}|^2d heta $$medskip extbf{Now} $$frac{1}{2pi}int_0^{2pi} | ilde{f}(e^{iota heta})|^2 d heta = frac{1}{2pi}int_0^{2pi}(sum_{n=0}^infty a_ne^{iota n heta})(overline{sum_{m=0}^infty a_me^{iota m heta}}) $$ hspace{7cm} = $frac{1}{2pi}int_0^{2pi}sum_{n=0}^infty sum_{m=0}^infty a_noverline{a_m}e^{iota(n-m) heta} d heta$ hspace{7cm} = $sum_{n=0}^infty |a_n|^2$ hspace{1cm} extbf{(since $frac{1}{2pi} int_0^{2pi} e^{iota(n-m) heta} = delta_{nm}$)} hspace{7cm} = $||f||^2$ Since $fin H^2$ is arbitrary extbf{$$ herefore ||psi(f)||hspace{1cm} = hspace{1cm}||f||hspace{1cm} forall hspace{0.5cm} fin H^2$$} egin{large} extbf{Therefore $psi$ is an isometry. Hence it preserves the inner product Isometry $Rightarrow$ one one property. $ herefore psi$ is one one.} end{large} item extbf{underline{$psi$ is Onto}} Let $ ilde{f}in widehat{H^2}$. Then $ ilde{f}=sum_{n=0}^infty<f,e_n>e_n$ where $<f,e_1>,<f,e_2>,ldots$ are Fourier coefficients of f with respect to the orthonormal basis ${e_n: nin mathbb{N}}.$ extbf{Then by Parseval relation we have} $$sum_{n=0}^infty |<f,e_n>|^2 = ||f||^2 < infty $$ extbf{ Define} $$ f =sum_{n=0}^infty a_nz^n hspace{1cm} where hspace{1cm} a_n = <f,e_n>hspace{1cm} forallhspace{1cm} ngeq0$$ extbf{ Since} $$ sum_{n=0}^infty |a_n|^2 = sum_{n=0}^infty |<f,e_n>|^2 = ||f||^2 < infty $$ extbf{Therefore} $$fin H^2$$ extbf{That is for each $ ilde{f}in widehat{H^2}$ there exist $fin H^2$ such that $psi(f) = ilde{f}$ Therefore $psi$ is onto}medskip extbf{ That is $psi$ is an vector space isomorphism which also preserves the norm. Therefore $H^2$ can br identified as a subspace of the $L^2(mathbb{S^1})$ space} end{itemize} end{proof} section{ extbf{ Applications} } egin{enumerate} item In the mathematical rigrous formulation of Quantum Mechanics, developed by extbf{Joh Von Neumann}' the position and momentum states for a single non relavistic spin 0 Particle is the space of all the square integrable functions($L^2$). But $L^2$ have some undesirable properties and $H^2$ is much well behaved space so we work with $H^2$ instead of $L^2$. end{enumerate} ibliographystyle{plain} ibliography{my} end{document} documentclass[11pt]{article} usepackage{fullpage} usepackage{amsfonts} usepackage{amsmath} usepackage{amssymb} usepackage{amsthm} ewtheorem{theorem}{Theorem}[section] egin{document} itle{Hardy Hilbert spaces and its applications} author{Praveen Sharma Department of Mathematics, University of Delhi} date{} maketitle section*{Abstract} In this paper , we discuss the Hardy Hilbert Space on the open disk with center origin and radius unity. We have proved that $H^2$ Space is isomorphic to proper subspace of $L^2$ Space which has various applications in Quantumm Mechanics. section{Preliminaries} subsubsection{Definition(Inner Product Space)} An extit{inner product space} is an vector space $W$ (over field $K=mathbb{R}ormathbb{C}$) with an inner product defined on it. Here, an inner product is an function $<,> : W imes W o K$ which satisfies the following properties:-- egin{enumerate} item $<alpha u+v,w>hspace{1cm} =hspace{1cm} alpha<u,w> + <v,w>$ item $ overline{<u,v>} hspace{2cm} =hspace{1cm} <v,u> $ item $<u,u> hspace{2cm} geq 0$ item $ <u,u> = 0 hspace{1cm} Leftrightarrow u = 0$ hspace{1cm} ( extbf{ for all scalers $alphain K$ and for all vectors $u,v,win W$}) paragraph{Note1} extbf{ Every inner product space is an normed spaces with the norm induced by the inner product is given by} egin{center} $||u|| = sqrt{<u,u>}$ end{center} paragraph{Note2} extbf{An normed space $(W,||.||)$ is said to be complete if each cauchy sequence coverges in $W$.} end{enumerate} subsection{Hilbert Space} An Hilbert Space is defined as the complete inner product space.smallskip extbf{Example:-} smallskip egin{center} egin{large} extbf{$l^2 = {(x_0,x_1,ldots ) : x_n in mathbb{C}, sum_{n=0}^infty |x_n|^2 <infty }$}end{large} end{center} i.e. all the elements of $l^2$ are the sequence of all the complex numbers that are square-summable. Inner product on $l^2$ is given by :- egin{center} extbf{$ <(x_n)_{n=0}^infty , (y_n)_{n=0}^infty> = sum_{n=0}^infty{x_noverline{y_n}}$} hspace{1cm} ( extsc{it is an hilbert sequence space)} end{center} subsection{Definition(Orthonormal sets and sequences)} An subset $X$ of an inner product space is said to be orthonormal if for all $u, v in X $ we have , $$ <u,v> = left{egin{array}{ll} 0 & mathrm{if} u eq v ||u||^2 & mathrm{if} u=v end{array} ight. .$$ paragraph{Note} extbf{If norm of each element of an orthogonal set $X$ is 1 then the set is said to be orthogonal. i.e for all $u,v in X$ we have, } $$ <u,v> = left{ egin{array}{ll} 0 & mathrm{if} u eq v 1 & mathrm{if} u =v end{array} ight. $$ subsection{Definition(Orthonormal basis)} An orthonormal subset $X$ of Hilbert space $W$ is said to be an orthonormal basis if span of $X$ is dense in $W$.i.e. $$overline{spanX} = W $$ paragraph{Note} Every Hilbert space $W eq{0}$ has an orthonormal basis. subsection{Definition(Separable Hilbert Space)} An Hilbert-Space $W$ is said to be extit{separable} if there exist an countable set which is dense in $W$.smallskip extbf{Example:} $l^2$ is an separable Hilbert space paragraph{Note} Each orthonormal basis of an separable Hilbert space are countable.Therefore orthonormal basis of $l^2$ are countable subsection*{Recall} egin{enumerate} item An orthonormal sequence $(e_n)_{n=0}^infty$ is an orthonormal basis of an Hilbert - Space $W$ egin{LARGE}$$Leftrightarrow$$end{LARGE} for all $uin W$ we havehspace{2cm}$ sum_{n=0}^infty|<u,e_n>|^2 = ||u||^2$ cite{kreyszig1978introductory} hspace{0.5cm} extbf{Parseval identity} item Let $(e_n)$ be an orthonormal sequence in an Hilbert-space then $$ sum_{n=0}^inftyalpha_ne_n$$ converges in $W$ $$iff$$ the series $$sum_{n=0}^infty|alpha_n|^2$$ converges in $mathbb{R}$ end{enumerate} section{THE HARDY-HILBERT SPACE} subsection{DEFINITION} { It is defined as the space of all the analytic functions which have a power series representation about origin with square-summable complex coefficients. It is denoted by extbf{ $H^2$}. $$ H^2 = { f : f(z) = sum_{n=0}^infty alpha_nz^n : sum_{n=0}^infty|alpha_n|^2 <infty}$$ Inner Product on $H^2$ is given by $$<f,g> =sum_{n=0}^infty a_noverline{b_n}$$ for $ f(z) = sum_{n=0}^infty a_nz^n hspace{0.5cm} and hspace{0.5cm} g(z) = sum_{n=0}^infty b_nz^nhspace{0.3cm} in hspace{0.2cm} H^2$ egin{theorem} extbf{The Hardy-Hilbert space is an separable Hilbert Space.} end{theorem} egin{proof} Define an function;-- $$ phi:l^2 o H^2$$ given by $$ (a_n)_{n=0}^infty o sum_{n=0}^infty a_nz^n$$ egin{itemize} item extbf{underline{ $phi$ is well defined}} since hspace{1cm} $ (a_n)_{n=0}^infty in l^2 Rightarrow sum_{n=0}^infty |a_n|^2 <infty Rightarrow sum_{n=0}^infty a_nz^n $ hspace{1cm} which being an power series is an analytic function whose coefficients are square summable hence is in $H^2$ $ herefore phi$ is well defined item extbf{underline{Clearly $phi$ is linear}} item extbf{underline{ $phi$ is isometric}} Fix $(a_n)_{n=0}^infty in l^2 $ then we have $$phi((a_n)_{n=0}^infty) = ||sum_{n=0}^infty a_nz^n||_{H^2} = sqrt{sum_{n=0}^infty |a_n|^2} =||(a_n)_{n=0}^infty||_{l^2} $$ $ herefore phi$ is an isometric $ herefore phi$ preserves the norm so that the inner product item extbf{since isometry property implies one one property$ herefore phi$ is one one } cite{bhatia2009notes} item extbf{underline{$phi$ is onto}}smallskip Let $f in H^2$ then $f(z) = sum_{n=0}^infty a_nz^n$ where $sum_{n=0}^infty|a_n|^2<infty$medskip extbf{ define} $x=(a_0,a_1,ldots)$ extbf{Since} $$||x||^2 =sum_{n=0}^infty |a_n|^2 <infty$$ extbf{$$ herefore xin l^2$$} extbf{and}$$phi(x) = f $$ extbf{$$ hereforephi hspace{0.5cm} is hspace{0.5cm} onto$$} end{itemize} extbf{Therefore $phi$ is an vector space isomorphism which also preserves the inner product. Since $l^2$ is an separable Hilbert space hence $H^2$ is also an separable Hilbert Space } end{proof} paragraph{Notations} $mathbb{D}= {z:|z|<1}$ denotes the open unit disk about origin in $mathbb{C}$ $mathbb{S^1} ={z:|z|=1}$ denotes the unit circle about origin in $mathbb{C}$ egin{theorem} extbf{Radius of convergence of each function in $H^2$ is atleast $1$} (i.e. each function in $H^2$ is analytic in the open unit disk $mathbb{D} $) end{theorem} egin{proof} Let $z_0in mathbb{D}$ is fixed $Rightarrowhspace{0.5cm} |z_0|<1$ $ herefore$ the geometric series $sum_{n=0}^infty |z_0|^n$ converges. Let $fin H^2$ is arbitrary.Then $$f(z) = sum_{n=0}^infty a_nz^n hspace{2cm} where hspace{1cm} sum_{n=0}^infty|a_n|^2 <infty$$ Since the series $sum_{n=0}^infty|a_n|^2$ converges $Rightarrow$ $|a_n|^2 longrightarrow 0 Rightarrow|a_n|longrightarrow 0$ $ herefore (|a_n|)_{n=0}^infty$ is an convergent sequence hence bounded. $ herefore exists M>0 $ such that $$ |a_n|leq M hspace{2cm} forall hspace{1cm} ngeq0$$ Now $$sum_{n=0}^infty|a_nz_0^n| leq Msum_{n=0}^infty|z_0|^n $$ where being an geometric series right hand side converges. $ herefore$ By Comparison test the series $ sum_{n=0}^infty a_nz_0^n$ converges absolutely . Since in Hilbert space absolute convergence implies convergence. $ herefore$ the series $sum_{n=0}^infty a_nz_0^n$ converges in $H^2$ since $z_0in H^2$ is arbitrary $ herefore$ each function in $H^2$ is analytic in the unit disk $mathbb{D}$ end{proof} subsection{Definition ($L^2(mathbb{S^1})$ space)} It is defined as the space of all the equivalence classes of functions cite{royden2010real} that are Lebesgue measurable on $S^mathbb{1}$ and square integrable on $S^mathbb{1}$ with respect to Lebesgue measure normalized such that measure of $S^mathbb{1}$ is $1$. $$ L^2(S^mathbb{1}) = {f: f hspace{0.2cm} ishspace{0.2cm} Lesbesgue hspace{0.2cm} measurable hspace{0.2cm} onhspace{0.2cm} mathbb{S^1} hspace{0.2cm} andhspace{0.3cm} frac{1}{2pi}int_0^{2pi}|f(e^{iota heta)}|^2d heta<infty } $$ Inner product on $L^2(mathbb{S^1})$ is given by - $$<f,g> = frac{1}{2pi}int_0^{2pi} f(e^{iota heta})overline{g(e^{iota heta})}d heta$$ paragraph{Note} $L^2(mathbb{S^1})$ is an Hilbert-space with the orthonormal basis given by ${e_n: nin mathbb{Z}}$ where $e_n(e^{iota heta})= e^{iota n heta}.$ extbf{Therefore} $$L^2(mathbb{S^1}) =left {f:f=sum_{n=-infty}^{n=infty}<f,e_n>e_n ight}.$$.cite{martinez2007introduction} subsubsection{Definition ($widehat{H^2}$ space)} $$widehat{H^2} = {f in L^2(mathbb{S^1}): <f,e_n> =0hspace{0.2cm} forhspace{0.2cm} negativehspace{0.2cm} valuehspace{0.2cm} ofhspace{0.2cm} n }$$ $$widehat{H^2} = left{f in L^2(mathbb{S^1}) : f= sum_{n=0}^infty <f,e_n>e_n ight }.$$ extbf{$widehat{H^2}$ is an subspace of $L^2(mathbb{S^1})$ whose negative Fourier coefficients are 0 $ herefore $ ${e_n : n=0,1,ldots }$ are orthonormal basis of $widehat{H^2}$} egin{theorem} egin{LARGE} extbf{$widehat{H^2}$ is an Hilbert-space}end{LARGE} end{theorem} egin{proof} Let $f in overline{widehat{H^2}}$ then there exist an sequence $(f_n)_{n=0}^infty$medskip such that hspace{2cm} $f_n longrightarrow f$ as $nlongrightarrowinfty$medskip Since hspace{2cm} $f_nin widehat{H^2}hspace{1cm} forall hspace{1cm} ngeq0$medskip $ herefore hspace{3cm} <f_n,e_k>=0 hspace{1cm} forall ngeq0 hspace{1cm} and hspace{1cm} forall k<0$medskip extbf{Now for each $k<0$ we have}medskip $|<f_n,e_k> - <f,e_k>| leq |<(f_n-f,e_k>| leq||f_n - f||longrightarrow 0 hspace{0.3cm} ashspace{0.1cm} nlongrightarrowinfty$(Schwarz Inequality cite{kreyszig1978introductory})medskip since $ hspace{3cm} <f_n,e_k>=0 hspace{1cm} forall ngeq0 hspace{1cm} Rightarrow hspace{1cm} <f,e_k>=0 $medskip Since $k<0$ is arbitrary $ herefore hspace{1cm}<f,e_k>=0 hspace{1cm}forallhspace{1cm} k<0$medskip $$ hereforehspace{1cm} fin widehat{H^2}$$ extbf{Therefore $widehat{H^2}$ is an closed subspace of $L^2(mathbb{S^1})$ Hence an Hilbert-Space} end{proof} egin{theorem} egin{large} extbf{The Hardy-Hilbert space can be identified as a subspace of $L^2(mathbb{S^1})$} end{large} end{theorem} egin{proof} Define an function extbf{$$psi:H^2 owidehat{H^2}$$} $$f o ilde{f}$$ where $f(z)=sum_{n=0}^infty a_nz^n$hspace{1cm} and hspace{1cm} $ ilde{f}=sum_{n=0}^infty a_ne_n$ egin{itemize} item extbf{underline{$psi$ is well defined}}medskip Let $f in H^2$ hspace{0.5cm} Then hspace{0.5cm} $f(z)=sum_{n=0}^infty a_nz^n$ hspace{0.5cm} where hspace{0.5cm} $sum_{n=0}^infty |a_n|^2 <infty$medskip Then by extbf{(recall 2)} the series $ ilde{f} =sum_{n=0}^infty a_ne_n $ converges in $widehat{H^2}$medskip $ hereforepsi$ hspace{0.5cm} is hspace{0.5cm} wellhspace{0.5cm} defined item extbf{underline{Clearly $psi$ is linear}}medskip item extbf{underline{$psi$ is an isometry}}medskip For any arbitrary $fin H^2$ where $f(z)=sum_{n=0}^infty a_nz^n$ we have:- $$ || psi(f)|| = || ilde{f}|| = frac{1}{2pi}int_0^{2pi}| ilde{ f}(e^{iota heta}|^2d heta $$medskip extbf{Now} $$frac{1}{2pi}int_0^{2pi} | ilde{f}(e^{iota heta})|^2 d heta = frac{1}{2pi}int_0^{2pi}(sum_{n=0}^infty a_ne^{iota n heta})(overline{sum_{m=0}^infty a_me^{iota m heta}}) $$ hspace{7cm} = $frac{1}{2pi}int_0^{2pi}sum_{n=0}^infty sum_{m=0}^infty a_noverline{a_m}e^{iota(n-m) heta} d heta$ hspace{7cm} = $sum_{n=0}^infty |a_n|^2$ hspace{1cm} extbf{(since $frac{1}{2pi} int_0^{2pi} e^{iota(n-m) heta} = delta_{nm}$)} hspace{7cm} = $||f||^2$ Since $fin H^2$ is arbitrary extbf{$$ herefore ||psi(f)||hspace{1cm} = hspace{1cm}||f||hspace{1cm} forall hspace{0.5cm} fin H^2$$} egin{large} extbf{Therefore $psi$ is an isometry. Hence it preserves the inner product Isometry $Rightarrow$ one one property. $ herefore psi$ is one one.} end{large} item extbf{underline{$psi$ is Onto}} Let $ ilde{f}in widehat{H^2}$. Then $ ilde{f}=sum_{n=0}^infty<f,e_n>e_n$ where $<f,e_1>,<f,e_2>,ldots$ are Fourier coefficients of f with respect to the orthonormal basis ${e_n: nin mathbb{N}}.$ extbf{Then by Parseval relation we have} $$sum_{n=0}^infty |<f,e_n>|^2 = ||f||^2 < infty $$ extbf{ Define} $$ f =sum_{n=0}^infty a_nz^n hspace{1cm} where hspace{1cm} a_n = <f,e_n>hspace{1cm} forallhspace{1cm} ngeq0$$ extbf{ Since} $$ sum_{n=0}^infty |a_n|^2 = sum_{n=0}^infty |<f,e_n>|^2 = ||f||^2 < infty $$ extbf{Therefore} $$fin H^2$$ extbf{That is for each $ ilde{f}in widehat{H^2}$ there exist $fin H^2$ such that $psi(f) = ilde{f}$ Therefore $psi$ is onto}medskip extbf{ That is $psi$ is an vector space isomorphism which also preserves the norm. Therefore $H^2$ can br identified as a subspace of the $L^2(mathbb{S^1})$ space} end{itemize} end{proof} section{ extbf{ Applications} } egin{enumerate} item In the mathematical rigrous formulation of Quantum Mechanics, developed by extbf{Joh Von Neumann}' the position and momentum states for a single non relavistic spin 0 Particle is the space of all the square integrable functions($L^2$). But $L^2$ have some undesirable properties and $H^2$ is much well behaved space so we work with $H^2$ instead of $L^2$. end{enumerate} ibliographystyle{plain} ibliography{my} end{document} In this paper , we discuss the Hardy Hilbert Space on the open disk with center origin and radius unity. We have proved that H2 Space is isomorphic to proper subspace of L2 Space which has various applications in Quantumm Mechanics.


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Lebesgue , Parseval Identity , inner product space , separable

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