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ORIENTATION TRAINING PROGRAMME ON DUMMY VARIABLE MODELS IN REGRESSION WITH SPECIAL EMPHASIS TO LOGIT AND PROBIT MODELS   (DUMMY  2020)

AUGUST 3-4,2020 (Monday-Tuesday)
Organized by
Psychology Research Unit,
INDIAN STATISTICAL INSTITUTE

 

SCOPE

The Workshop aims at disseminating knowledge about three issues – (a) Application of Dummy variables in Regression analysis (b)Theory and computation of Logit and Probit model (c) Application of Logit and Probit model in social science researches. This training program will be the major point of contact between faculties, researchers, and practitioners in regression analysis. This workshop will be organized by the Psychology Research Unit, Indian Statistical Institute, Kolkata. The unit earlier organized several tutorials on categorical data structuring and regression analysis. Due to the lockdown, we are conducting the training for two days. 

FEE

FREE TO JOIN. Last date of Registration: 28th July, 2020.

MODE

Debdulal Dutta Roy is inviting you to a scheduled Zoom meeting.

Topic: Debdulal Dutta Roy's Zoom Meeting
Time: Aug 3, 2020 11:00 AM Mumbai, Kolkata, New Delhi

Join Zoom Meeting
https://us02web.zoom.us/j/83523132941?pwd=VWViY2FBV281a0c3cDFQSjl2U0RZdz09

Meeting ID: 835 2313 2941
Passcode: logit
GLM in R

Generalized linear models are fit using the glm( ) function. The form of the glm function is

glm(formula, family=familytype(link=linkfunction), data=)

Family    Default Link Function
binomial    (link = "logit")
gaussian    (link = "identity")
Gamma    (link = "inverse")
inverse.gaussian    (link = "1/mu^2")
poisson    (link = "log")
quasi    (link = "identity", variance = "constant")
quasibinomial    (link = "logit")
quasipoisson    (link = "log")
See help(glm) for other modeling options. See help(family) for other allowable link functions for each family. Three subtypes of generalized linear models will be covered here: logistic regression, poisson regression, and survival analysis.

Logistic Regression
Logistic regression is useful when you are predicting a binary outcome from a set of continuous predictor variables. It is frequently preferred over discriminant function analysis because of its less restrictive assumptions.

# Logistic Regression
# where F is a binary factor and
# x1-x3 are continuous predictors
fit <- glm(F~x1+x2+x3,data=mydata,family=binomial())
summary(fit) # display results
confint(fit) # 95% CI for the coefficients
exp(coef(fit)) # exponentiated coefficients
exp(confint(fit)) # 95% CI for exponentiated coefficients
predict(fit, type="response") # predicted values
residuals(fit, type="deviance") # residuals

You can use anova(fit1,fit2, test="Chisq") to compare nested models. Additionally, cdplot(F~x, data=mydata) will display the conditional density plot of the binary outcome F on the continuous x variable.

conditional density plot click to view

ref: https://www.statmethods.net/advstats/glm.html

youtube: https://www.youtube.com/watch?v=kffIgjHxdpw

 

REGISTRATION (NO MORE REGISTRATION NOW)

https://docs.google.com/forms/d/e/1FAIpQLScYb8Vjqy1zREJuPSW3sNJQQqtmrZF76PWFOMb4ZQUI3RcSVg/viewform

Convener 

Dr. Debdulal Dutta Roy, Head & Asso. Professor, Psychology research Unit, Indian Statistical Institute. email: psy@isical.ac.in
CONFIRMED PARTICIPANTS  


1

Soumitri Bag, Project Assistant, Clinical psychology,iip
2

SHARADINDU BIKASH MAJUMDAR, PhD Research Scholar, Commerce,University of Calcutta
3

Ramakrushna Mishra, PLP, Statistics ,ISI
4

Abhijit Khasnobis, Research Scholar, Management,AIMA
5

Monirujjaman Biswas, PhD, Population Studies,Jawaharlal Nehru University
6

Archita Mukherjee, PhD scholar, Economics,Centre for Studies in Social Sciences
7

Archita Mukherjee, PhD Scholar, Economics,Centre for Social Sciences
8

Neha Mishra, Research Scholar, Biostatistics,University of Lucknow
9

ARNIT DASGUPTA , Student , Finance & accounting ,SISTER NIVEDITA UNIVERSITY
10

Maadhav Gupta, Student, Business Economics,Delhi University
11

RIZWAN ALAM, RESEARCH SCHOLAR, E-LEARNING,ALIGARH MUSLIM UNIVERSITY
12

ABHIK SUR, Assistant Professor, Thermoelasticity,Sister Nivedita University
13

Kasturi Biswas, Assistant Professor, Management Finance ,Sister Nivedita University
14

Rashmi Verma, Student, Counseling,MA(jp university),PGDGC jamia millia islamia
15

PRABHAT KUMAR, Research Scholar, Deep Learning,Banaras Hindu University
16

Debjyoti Debnath, Student, Statistics,University of Hyderabad
17

AMITAVA SAHA, Assistant professor, Finance,Bhairab Ganguly college
18

Rohit Kumar Kasera, Student, Internet of Things,Assam University
19

DR. MAYURAKSHEE GANGOPADHYAY , ASSISTANT PROFESSOR , HUMAN DEVELOPMENT ,DUM DUM MOTIJHEEL COLLEGE
20

Dr.Raju Mondal, Assistant Professor, stage-2, ACCOUNTING FINANCE,Fakir Chand College, University of Calcutta
21

SANJOY SARDAR, ACCOUNTANT, Tally operation,WBUTTEPA
22

MD MAHFUZUR RAHMAN MULLICK, Assistant Professor, Behavioral sciences,City College
23

Mukesh Kumar Sah , Students , PHP,Dr. Harisingh Gour Central University Madhya Pradesh
24

DR. NAIBEDYA PRASUN PAL, ASSISTANT PROFESSOR, ECONOMETRICS,BERHAMPORE COLLEGE
25

Binay Shrestha, Asst. Professor, Finance,Tribhuvan University
26

Arpita Chatterjee, Faculty member, Geography/geomorphology,Dum Dum Motijheel College
27

Sanchit Singhal, Student, Economics,Delhi School of Economics
28

Srijani Hazarika, PhD research scholar, Econometrics,Gauhati University
29

Adity Kumari, Research Scholar, Biostatistics ,University of Lucknow
30

SOUMYARUP SAHA, STUDENT, ECONOMICS,UNIVERSITY OF CALCUTTA
31

Aniket Datta, Student, Statistics,UGC
32

Shyamalendu Manna, Student, Statistical Methods and Analytics,ISI-Tezpur
33

DR SUBHAS RAY CHAUDHURI, ASSISTANT PROFESSOR, ( ACCOUNING , FINANCE & MANAGEMENT , AND ON INTERDISCIPLINARY SUBJECTS,ANANDA MOHAN COLLEGE. 102/1, RAJA RAMMOHAN SARANI. PIN- 700 009. KOLKATA. WEST BENGAL. UNDER UNIVERSITY OF CALCUTTA.
34

Umakanta Panda, Secretary, Analytics,TSERC
35

Sumedha, Student, Statistics,Indian Statistical Institute
36

Sudeshna Pahari, Assistant Professor , Marketing ,Amity University Kolkata
37

Suvadip Sana, Masters student, Mathematics and statistics,Indian statistical Institute
38

Ashoktaru Pal, ASSISTANT PROFESSOR, IMAGE PROCESSING,FUTURE INSTITUTE OF ENGINEERING AND MANAGEMENT
39

Pooja Sachdeva, Student, Economics,University of delhi
40

Ankita Dey, Statistician, Statistics,NITRD
41

NEERAJA P M, UNEMPLOYED, STATISTICS,CALICUT UNIVERSITY
42

Souvik Dasgupta, Assistant Professor of Economics, Econometrics,Sidho-Kanho-Birsha University
43

Sautrik Ganguly, Student, Statistics,Ramakrishna Mission Narendrapur
44

Dr Mintu Kr Das, Asst Professor, Statistics,DHSK Commerce College
45

CHHANDA LAHA, Student, Physics,VU
46

Sumita Bhattacharya , ASSISTANT PROFESSOR , Financial Management & Economics ,MAULANA ABUL KALAM AZAD UNIVERSITY OF TECHNOLOGY
47

Monashree Panigrahi, Asst Professr, GIS,Sambalpur University
48

Ganga N., Ph.D Research Scholar, Statistics,Bharathiar University
49

Hansa Maheshwari, Post- Grduate Diploma, Statistical Methods and Analytics,Indian Statistical Institute
50

Maitreyo Bhattacharjee, Student, Science,Adamas International School
51

Yogesh Rajendra Yewale, Assistant Professor, Statistics,Ahmednagar College, Ahmednagar
52

Pearl Bakshi, Research Scholar, INDUSTRIAL ECONOMICS ,PANJAB UNIVERSITY
53

Himanshu Narayan Prasad, Assistant Professor, Agricultural Economics,Vivekananda Satavarshiki Mahavidyalaya
54

Bhawna Taneja , Student , Economics,Ambedkar University Delhi
55

Smriti Prasad, Ph.D Scholar, Econometrics & Statistics, International Trade, Microfinance,Sikkim University
56

PRATYASHEE OJAH, STUDENT, BIOSTATISTICS AND DEMOGRAPHY,INTERNATIONAL INSTITUTE OF POPULATION SCIENCES, MUMBAI
57

Satyanarayana Botcha, Research Scholar, Biochemistry,Andhra University
58

Priyanka Khosla, RESEARCH SCHOLAR, Game theory and political economy ,IIT KANPUR
59

Mridusmita Bhagawati, Student, Psychology,Indian Institute of Technology Kanpur
60

SASWATI BAGCHI, ASSISTANT PROFESSOR, INTERNATIONAL TRADE,ST.XAVIER'S COLLEGE
61

Sumita Bhattacharya , ASSISTANT PROFESSOR , Financial Management & Economics ,MAULANA ABUL KALAM AZAD UNIVERSITY OF TECHNOLOGY
62

Vikash Kumar Rana, Teaching Assistant, Mathematics And Econometrics,Vinoba Bhave University
63

ASIF T THOTTATHIL, Research Scholar, Statistics,Bharathiar University
64

N.Ramkumar, Ph.D,Research Scholar,Department of Statistics,, Statist,Bharathiar University, Coimbatore, Tamilnadu
65

James C K, PhD research scholar , Robust statistics,Bharathiar university
66

PAVITHRA ATHIMOOLAM, Ph.D - RESEARCH SCHOLOR, STATISTICAL QUALITY CONTROL ,BHARATHIAR UNIVERSITY
67

S.KUMAR, Ph.D Research Scholar, Statistical Inference,Bharathiar University
68

THANGA MALAR K, Assistant professor of Statistics, Statistical inference and Robust Statistics,KSR College of Arts and Science for Women
69

Saranya C R, Research Scholar, Statistics,Bharathiar University
70

Thulasilakshmi , Scholar, Statistics ,Bharathiyar university
71

Devika V, PhD Research Scholar, Statistics,Bharathiar University
72

Pawan Mishra, student, DESIGN OF EXPERIMENT,UNIVERSITY OF LUCKNOW
73

Kankan jyoti das, No, Statistical methods and analysis,ISI
74

Rivu Basu, Assistant Professor, Public Health,R G Kar Medical College
75

Sumanth M M, Assistant professor , Community medicine ,MMCRI
76

Dr Mohammad Hifz Ur Rahman, Assistant professor, Biostatistics,MM Institute of Medical science and research
77

GITISMITA NAIK, Senior Resident, Community Medicine,AIIMS
78

Najma Akhtar, SR, Community medicine,Gmc
79

Dr Swagatendra Basu, Junior Resident Community Medicine, Chest Tuberculosis and Public Health,R G Kar Medical College
80

Dr Neha Sharma, Assistant professor, Maternal & Child Health, Adolescent Health, Research methodology,Himalayan Institute of Medical Sciences, SRHU, Dehradun
81

Dr Mihir P Rupani , Assistant Professor , Community Medicine ,Government Medical College Bhavnagar
82

Akhil Dhanesh Goel, Assistant Professor, Community Medicine,AIIMS Jodhpur
83

Muhammad Kamal Uddin, Professor, Psychology,University of Dhaka
84

Dr. Arista Lahiri, Senior Resident, Public Health,College of Medicine and Sagore Dutta Hospital
85

Sanjib Bandyopadhyay , Assistant Professor , Public Health,ID&BG Hospital, Kolkata
86

Anusha C P, Project Scientist B, Doctor,ICMR_NCDIR
87

Dr Rajesh De, Senior Resident, Community Medicine,R.G.Kar Medical College

                                                     

 

 

 

 

 

Tentative Program Schedule

3.8.20

Time: 11AM.

Inauguration

Invocation Prayer

Inaugural address by : Dy. Director, ISI.

3.8.20

11-10

Binary response outcome

Debdulal Dutta Roy, Head, Psychology Research Unit, Indian statistical Institute, Kolkata campus

3.8.20

11-30

Exploring explanatory variables through Questionnaire construction

Sumona Datta, Assistant Professor, Department of Psychology,

School of basic and applied Sciences, Adamas university.

3.8.20

12-30

Prediction with regression  and Time series models

Shri Suman Guha,Assistant Professor,Department of Statistics,Presidency University, Kolkata.

3.8.20

1-30 to 2-30

Break

 

3.8.20

2-30

Prediction with regression  

and Time series models

Shri Suman Guha,Assistant Professor,Department of Statistics,Presidency University, Kolkata.

3.8.20

3-30

GLM in r

Debdulal Dutta Roy, Head, Psychology Research Unit, Indian statistical Institute, Kolkata campus.

4.8.20

11-1-30

Qualitative explanatory variables &  Logit and Probit Models (Theory)

Manoranjan Pal,Former Professor & Head,Economic Research Unit,Indian Statistical Institute.

4.8.20

1-30 to 2-30

Break

 

4.8.20

2-30

Logit and Probit Models (Practical)

Manoranjan Pal, Former Professor & Head, Economic Research Unit,
Indian Statistical Institute.

4.8.20

3-30

Sustainability of Micro Enterprises:

Application of logit model

Susmita Chatterjee

Assistant Professor

Department of Economics

Maharaja Manindra Chandra College