Advanced Topics in Statistical Learning (2022)

Convener(s)

 
Name: Prof. Anil Kumar Ghosh Dr. Kiranmoy Das
Mailing Address: Indian Statistical Institute,
Kolkata-700108		 Indian Statistical Institute,
Kolkata-700108
Email: anilkghosh at gmail.com kiranmoy.das at gmail.com

The Instructional School for Teachers is an advanced training program for the college/university teachers under the National Centre for Mathematics, Mumbai. The goal is to train the teachers on some of the advanced methods of Statistical Learning and data analysis techniques.While the theoretical aspects of these new methods will be discussed in detail, their implementations will also be demonstrated using the Statistical software R. This school will help the teachers for handling different complex datasets, and will provide a rigorous training on advanced Statistical methods.

Dates: 

Monday, July 11, 2022 - 16:45 to Saturday, July 23, 2022 - 18:30

Venue: 

Venue Address: 

Indian Statistical Institute, 203 B.T Road, Kolkata-700108

Venue State: 

Venue City: 

PIN: 

700108

Chrono Order: 

399

Syllabus: 

 

Speaker

Number of Lectures (1.5 hour for each lecture)

Syllabus

Prof. Ayanendranath Basu
(AB)

4 lectures (6 hours)

  • Multiple linear regression,

  • Regression diagnostics,

  • Variable selection (using Ridge, Lasso, Elastic net),

  • Quantile regression (univariate)

Dr Anirvan Chakraborty
(AC)

4 lectures (6 hours)

  • Nonlinear regression

  • Nonparametric regression using kernels, local polynomials & splines

  • Regression Tree

  • Functional regression (brief idea)

Prof. Anil K. Ghosh
(AKG)

4 lectures (6 hours)

  • Introduction to classification: basic ideas of classifier construction, Bayes rule

  • Parametric classifiers: LDA, QDA and logistic regression

  • Nonparametric classifiers: KNN, CART and kernel discriminant analysis

  • Support vector machines

Dr Shyamal Krishna De
(SKD)

4 lectures (6 hours)

  • Neural networks, ideas of deep learning

  • Cluster analysis: k-means clustering and hierarchical clustering,

  • Principle Component Analysis

  • Independent Component Analysis

Dr Kiranmoy Das
(KD)

4 lectures (6 hours)

  • Association measures for categorical data, odds, odds ratio,

  • Generalized linear models,

  • Logistic Regression, Multinomial logit models, Poisson Regression,

  • Graphical Models (idea only)

Prof Samarjit Das
(SD)

4 lectures (6 hours)

  • Introduction to time series: examples of different components including trend and seasonality

  • Estimation of trends and others components

  • Different time series models (incl. AR, MA, ARMA and ARIMA)

  • Forecasting

 Speakers:

  1. Prof. Ayanendranath Basu, ISI, Kolkata (AB)

  2. Prof. Anil K. Ghosh, ISI, Kolkata (AKG)

  3. Prof. Samarjit Das, ISI, Kolkata (SD)

  4. Dr. Anirvan Chakraborty, IISER, Kolkata (AC)

  5. Dr. Kiranmoy Das, ISI, Kolkata (KD)

  6. Dr. Shyamal Krishna De, ISI, Kolkata (SKD)

 

Tutors :

  1. Dr. Raju Maiti, ISI, Kolkata (RM)

  2. Dr. Debashis Chatterjee, Biswa Bharati University, Santiniketan (DC)

  3. Dr. Buddhananda Banerjee, IIT, Kharagpur (BB)

  4. Dr. Satyaki Majumder, IISER, Kolkata (SM)

  5. Dr. Jayabrata Biswas, University of Burdwan (JB)

  6. Dr. Kiranmoy Chatterjee, West Bengal State University, Barasat (KC)

Time Table: 

 

Tentative Schedule

 

Date

Lecture 1

10:00-11:30

Tea

11:30-12:00

Lecture 2

12:00-1:30

Lunch

1:30-3:00

Tutorial 1

3:00-4:00

Tea

4:00-4:30

Tutorial 2

4:30-5:30

 

 

 

 

FIRST WEEK

 

 

 

 

 

 

11.07.22

Mon

Multiple Linear Regression

(AB)

 

Regression Diagnostics

(AB)

 

Multiple Linear Regression

(AB, SM, BB)

 

Regression Diagnostics

(AB, SM, BB)

12.07.22

Tuesday

Variable Selection

(AB)

 

Quantile Regression

(AB)

 

Variable Selection

(AB, SM, BB)

 

Quantile Regression

(AB, SM, BB)

13.07.22

Wednesday

Nonlinear Regression

(AC)

 

Nonparametric

regression

(AC)

 

Nonlinear Regression

(AC, RM, KC)

 

Nonparametric

regression

(AC, RM, KC)

14.07.22

Thusday

Regression

Tree

(AC)

 

Functional Regression

(AC)

 

Regression

Tree

(AC, RM, KC)

 

Functional Regression

(AC, RM, KC)

15.07.22

Friday

Introduction to

Time Series

(SD)

 

Estimation of

Trends

(SD)

 

Introduction to

Time Series

(SD, RM, BB)

 

Estimation of

Trends

(SD, RM, BB)

16.07.22

Saturday

Different Time Series Models

(SD)

 

Forecasting

(SD)

 

Different Time Series Models

(SD, RM, BB)

 

Forecasting

(SD, RM, BB)

 

 

 

 

SECOND WEEK

 

 

 

 

 

 

18.07.22

Monday

Association measures for categorical data

(KD)

 

 

Generalized linear models

(KD)

 

 

Association measures for categorical data

(KD, JB, KC)

 

Generalized linear models

(KD, JB, KC)

19.07.22

Tuesday

Logistic regression & Poisson reg.

(KD)

 

Introduction to graphical models

(KD)

 

Logistic regression & Poisson reg.

(KD, JB, KC)

 

Introduction to graphical models

(KD, JB, KC)

20.07.22

Wednesday

Introduction to classification

(AKG)

 

Parametric classifiers

(AKG)

 

Introduction to classification

(AKG, DC, SM)

 

Parametric classifiers

(AKG, DC, SM)

21.07.22

Thursday

Nonparametric classifiers

(AKG)

 

Support vector machines

(AKG)

 

Nonparametric classifiers

(AKG, DC, SM)

 

Support vector machines

(AKG, DC, SM)

22.07.2022

(Friday)

Neural netwros

& deep learning

(SKD)

 

Cluster

Analysis

(SKD)

 

Neural netwros

& deep learning

(SKD, DC, JB)

 

Cluster

Analysis

(SKD, DC, JB)

23.07.22

Saturday

Principal component analysis

(SKD)

 

Independent component analysis

(SKD)

 

Principal component analysis

(SKD, DC, JB)

 

Independent component analysis

(SKD, DC, JB)

Selected Applicants: 

 With Accommodation

Sr.n SID Full Name Gender Affiliation Position in College/ University University/ Institute M.Sc./ M.A. Year of Passing M.Sc./ M.A Ph.D. Degree Date
1 40676 Dr. Rakesh Ranjan Male Banaras Hindu University Assistant Professor Banaras Hindu University 2012 03/11/2016
2 40772 Dr. Lakshman Mahto Male Indian Institute of Information Technology Dharwad Assistant Professor Ranchi University 2009 18/09/2014
3 40939 Dr Arvind Pandey Male Central University of Rajasthan Associate Professor Allahabad University   26/06/2015
4 40953 Dr. Mahendra Saha Male Central University of Rajasthan Assistant Professor   2007 07/07/2012
5 41000 Dr. Gargi Tyagi Female Banasthali Vidyapith Assistant Professor Banasthali Vidyapith 2010 05/10/2018
6 41046 Dr. Shambhavi Mishra Female University of Lucknow Assistant Professor University of Lucknow 2011 15/10/2019
7 41047 Dr. Ashok Kumar Male University of Lucknow Assistant Professor Chaudhary Charan Singh University Meerut 2011 27/02/2021
8 41049 Dr Manash Pratim Kashyap Male Assam down town University Assistant Professor Gauhati University 2008 28/10/2014
9 41116 Dr Abhimanyu Singh Yadav Male Banaras Hindu University Assistant Professor Banaras Hindu University   23/01/2016
10 41416 Dr Boya Venkatesu Male Woxsen University Assistant Professor Sri Venkateswara University 2013 24/09/2020
11 41488 Dr. Neeraj Singh Male College of Agriculture Guest Faculty NDUAT AYODHYA 2018 24/08/2021
12 41522 Dr. Ummey Habiba Female Integral University, Lucknow Visiting Faculty M.Sc. 2017 28/12/2021
13 41547 Dr. Barnali Deka Female Ramjas College Asst. Prof. University of Delhi 2005 29/12/2014
14 41585 Dr. Saroja Kumar Singh Male Ravenshaw University Assistant Professor Sambalpur University 2014 27/11/2020
Without Accommodation
1 40681 Dr. Krishna Pada Das Male Mahadevananda Mahavidyalaya Assistant Professor University Of Calcutta 2006 21/09/2011
2 40758 Ms Mounika Panjala Female Osmania University Research Scholar Osmania University 2015  
3 40821 Ms. Suhasini C Female JSS Academy of Higher Education & Research Statistician & Lecturer Dept. of Statistics , University of Mysuru, Manasagangotri 2015  
4 40871 Dr. Jayabrata Biswas Male The University of Burdwan Assistant Professor Indian Statistical Institute 2013 09/01/2020
5 40913 Ms Ankita Dey Female National Institute of Tuberculosis and Respiratory Diseases Statistician University of Calcutta 2012  
6 40944 Mr. Sumangal Bhattacharya Male Indian Institute of Technology Tirupati PhD Indian Institute of Engineering Science and Technology Shibpur 2016  
7 40951 Mr. Ganesh Vishnu Avhad Male Indian Institute of technology Tirupati PhD Savitribai Phule Pune University, Pune 2018  
8 40959 Ms. Manisa Maity Female Indian Institute of Technology Tirupati MSc Student Indian Institute Of Technology Tirupati Appeared  
9 41030 Ms. Gantasala Nagavyshnavi Female IIT Tirupati PhD IIT Madras 2017  
10 41111 Mr. Saurabh Panchasara Male Indian Institute of Technology PhD Indian Institute of Technology (IIT) Tirupati 2021 08/01/2021
11 41181 Dr Prasenjit Kundu Male Army Institute Of Management Associate Professor-Business Analytics Indira Gandhi National 2003 16/11/2016
12 41213 Mr. Abhinek Shukla Male Department of Mathematics and Statistics, IIT Kanpur PhD Banaras Hindu University 2018  
13 41228 Mr. Jiten Kumar Raut Male Indian Statistical Institute, Bangalore. Visiting Ast.prof, (Univ) with ISI-member, since 2018 MTECH..and (MCA) 2013  
14 41229 Mr. Rahul Singh Male IIT Kanpur PhD Student Patna University 2015  
15 41236 Mr Aditya Kumar Yadav Male Tezpur University PhD Tezpur University 2020  
16 41261 Mr. Santosh Kumar Chaudhary Male Indian Institute of Technology Kharagpur PhD Indian Institute of Technology Bombay 2021  
17 41342 Dr. Boudhayan Ganguly Male International Management Institute Kolkata Associate Professor

IIM Lucknow (Phd. course work- I do not have MSc/MA/MTech) the
percentage of marks in Mathematics s is for core area subjects

 2005 14/03/2010
18 41413 Mr. Raju Dey Male Indian Institute of Technology Kharagpur PhD National Institute of Technology Rourkela 2020  
19 41414 Ms. Priya Singh Female Indian Institute of Technology, Tirupati M.Sc. student Indian Institute of Technology, Tirupati Appeared  
20 41415 Mr. Preetam Joshi Male IIT Tirupati MSc Student Indian Institute Of Technology– Tirupati Appeared  
21 41440 Ms Kripa Pj Female Christ College (Autonomous) Assistant Professor Calicut University 2021  
22 41448 Mr. Koushik Bera Male IIT Guwahati PhD Student IIT Bhubaneswar 2021  
23 41474 Mr. Rajeev Ranjan Dwivedi Male Indian Institute of Science Education and Research Bhopal (IISERB) PhD Central University of Rajasthan 2021  
24 41483 Mr. Masihuddin . Male Indian Institute Of Technology Kanpur PhD Aligarh Muslim University 2017  
25 41501 Ms. Rajitha C Female Christ College (Autonomous) Assistant Professor University of Calicut 2012  
26 41520 Mr. Rik Ghosh Male Indian Institute of Technology, Guwahati PhD Indian Institute of Technology, Kanpur 2019  
27 41528 Dr. Subrata Rana Male Krishnagar Government College Assistant Professor University of Calcutta 2009 18/09/2018
28 41535 Mr. Debasish Mondal Male University of Calcutta PhD Student University of Calcutta 2016  
29 41537 Ms. Suparna Sau Female University of Calcutta PhD student University of Calcutta 2017  
30 41567 Mr. Sandeep Kumar Male Central University Of Haryana, Mahendragarh (Haryana) PhD C.C.S UNIVERSITY MEERUT (U.P) 2018  
31 41574 Mrs Anushree Shukla Female Sam Higginbottom University Of Agriculture Technology And Sciences Assistant Professor University Of Allahabad 2012  

 

 

 

How to Reach: 

Click here

School Short Name: 

atsl

Last Date Application: 

Saturday, October 5, 2019

School Type: 

IST

Separate faculty form: 

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