Researcher

Amrit Pratap

Amrit Pratap is a researcher whose work spans evolutionary optimization and learning algorithms. He coauthored NSGA-II and a KanGAL report on constrained multi-objective test problems in 2000. His Caltech theses take up AlphaBoost and adaptive learning with data cloning, and he coauthored a 2005 paper on data categorization and generalization. By 2013, he was an emeritus member with a Caltech affiliation.

Works
16
Citations
55,960
h-index
8

Publication numbers from OpenAlex, as of 18 October 2026.

Timeline

  1. 2000

    Co-authoring NSGA-II

    At IIT Kanpur, he works with Kalyanmoy Deb and fellow students to develop NSGA-II in 2000. NSGA-II is a fast, elitist multi-objective genetic algorithm.

  2. 2000

    Constrained test problems

    He coauthors a KanGAL report on constrained test problems for multi-objective evolutionary optimization in 2000.

  3. 2004

    An AlphaBoost thesis

    He completes a computer-science master's thesis at Caltech in 2004 titled ‘Maximum Drawdown of a Brownian Motion and AlphaBoost: a Boosting Algorithm.’

  4. 2005

    Data categorization paper

    He coauthors ‘Improving generalization by data categorization’ with Ling Li, Hsuan-Tien Lin, and Yaser S. Abu-Mostafa for PKDD in 2005.

  5. 2008

    Adaptive learning and data cloning

    He completes a Caltech PhD in 2008 with a dissertation titled ‘Adaptive Learning Algorithms and Data Cloning.’

  6. By 2013

    Emeritus membership

    By 2013, he is an emeritus member with a Caltech affiliation.

Career

  1. 2003–2008California Institute of TechnologyEmeritus member

Education

  1. 2008California Institute of TechnologyPhD
  2. 2004California Institute of TechnologyMaster's degree
  3. Indian Institute of Technology Kanpur

Most-cited works

  1. A fast and elitist multiobjective genetic algorithm: NSGA-II2002 · IEEE Transactions on Evolutionary Computation · 49,723 citationsWith Kalyanmoy Deb
  2. A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimization: NSGA-II2000 · Lecture notes in computer science · 5,529 citationsWith Kalyanmoy Deb
  3. Constrained Test Problems for Multi-objective Evolutionary Optimization2001 · Lecture notes in computer science · 367 citationsWith Kalyanmoy Deb
  4. On the maximum drawdown of a Brownian motion2004 · Journal of Applied Probability · 180 citations
  5. Mechanical Component Design for Multiple Ojectives Using Elitist Non-dominated Sorting GA2000 · Lecture notes in computer science · 99 citationsWith Kalyanmoy Deb

Sources and credits

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  1. Biography | Kalyanmoy Deb kdeb.us. Checked 18 October 2026.
  2. Kalyanmoy Deb, Koenig Endowed Chair Professor egr.msu.edu. Checked 18 October 2026.
  3. Graduate Alumni - Computing + Mathematical Sciences cms.caltech.edu. Checked 18 October 2026.
  4. Hsuan-Tien Lin > Publications csie.ntu.edu.tw. Checked 18 October 2026.
  5. Kalyanmoy Deb, Koenig Endowed Chair Professor egr.msu.edu. Checked 18 October 2026.