Qualitative Legal Prediction - Prof. Daniel Katz
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Quantitative Legal Prediction( Or How I Learned to Stop Worrying and
Embrace Disruptive Technology)
Daniel Martin KatzMichigan State University - College of Law
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(1) Big Data and Moore’s Law
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(1) Big Data and Moore’s Law
(2) The ‘Soft’ AI Revolution
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(1) Big Data and Moore’s Law
(2) The ‘Soft’ AI Revolution
(3) Prediction
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(1) Big Data and Moore’s Law
(2) The ‘Soft’ AI Revolution
(3) Prediction
(4) Mental Models v. Aggregation
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(1) Big Data and Moore’s Law
(2) The ‘Soft’ AI Revolution
(3) Prediction
(4) Mental Models v. Aggregation
(5) Quantitative Legal Prediction
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This is the Era of “Big Data”
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This is the Era of “Big Data”
Increasing Computing Power
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This is the Era of “Big Data”
Increasing Computing Power
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This is the Era of “Big Data”
Decreasing Data Storage Costs
Increasing Computing Power
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This is the Era of “Big Data”
Decreasing Data Storage Costs
Increasing Computing Power
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This is the Era of “Big Data”
Decreasing Data Storage Costs
Increasing Computing Power
Fundamentally Altering the Scope of Scientific Inquiry
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Highlighting the Data Deluge
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Highlighting the Data Deluge
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Highlighting the Data Deluge
2008
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Highlighting the Data Deluge
2008
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Highlighting the Data Deluge
2008 2009
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Highlighting the Data Deluge
2008 2009
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Highlighting the Data Deluge
2008 2009 2010
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Highlighting the Data Deluge
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Highlighting the Data Deluge
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Highlighting the Data Deluge
2011
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Highlighting the Data Deluge
2011
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Highlighting the Data Deluge
2011 2011
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Highlighting the Data Deluge
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Highlighting the Data Deluge
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Highlighting the Data Deluge
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Okay But ...
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Data is only half the story
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Computationand
Artificial Intelligence
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The Artificial Intelligence Revolution is On
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The Artificial Intelligence Revolution is On
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The Artificial Intelligence Revolution is On
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The Artificial Intelligence Revolution is On
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The Artificial Intelligence Revolution is On
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The Artificial Intelligence Revolution is On
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An Meaningful ‘Soft’ AI Example
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E-Discovery
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Some Applicable Terms
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Natural Language Processing
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Natural Language Processing
Knowledge Representation
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Natural Language Processing
Knowledge Representation
Feature Extraction
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Natural Language Processing
Knowledge Representation
Feature Selection
Feature Extraction
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Natural Language Processing
Knowledge Representation
Machine Learning
Feature Selection
Feature Extraction
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Natural Language Processing
Knowledge Representation
Machine Learning
Feature Selection
Feature Extraction
Classification
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Natural Language Processing
Clustering
Knowledge Representation
Machine Learning
Feature Selection
Feature Extraction
Classification
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Prediction
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A Few Words About Prediction
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Imagine Two DifferentComplex Systems
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Weather
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Tides
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vs.
Easy/ Predictable Difficult / Chaotic
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vs.
Easy/ Predictable Difficult / Chaotic
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vs.
Easy/ Predictable Difficult / Chaotic
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The Caliber of Prediction is
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A Function of Various Factors
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Including ...
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Underlying System
Variability
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Quality of Inputs
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Etc.
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Formal Treatment of the question of
prediction in alternative Domains
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Quantitative Legal
Prediction
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It Already Exists ...
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This is a Great Example
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But What Does the Market Really Care About?
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Disputes v. Decisions
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Disputes, Filings, etc.
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Bargaining in the Shadow of the Law
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What is the Client’s First Question?
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do i have a case?
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how is that assessment generated?
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Mental Models vs
Aggregated Data
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lots of factors matter
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Time Scales Matter
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inherent system variability matters
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‘complexity’ matters
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Some Potential Inputs
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what is the relevant information contained
therein?
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text, citations, votes, etc.
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other metadata
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what form might the outputs take?
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standard client memo
+
statistical portrait of 10,000 ‘similar’ cases
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How do we assess similarity?
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Analogical Reasoning and the Science of Similarity
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similarity measures
=~distance measures
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developing these distance functions
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is an important part of my research
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just one example ...
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Six Degrees of Marbury v. Madison A Sink Based Visualization
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Some Additional Thoughts
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Study of Law Can Be a Scientific Exercise
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The Practice of Law Can be Closer to Engineering
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The Market for Legal Services
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The Market for Legal Education
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Have a Date With Destiny
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Some Reading For Your Consideration
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@computational
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