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Full-Text Articles in Law

Integrating Machine Learning In Law: A Precis Of Best Practices For Initial Law Firm Adoption, J. Mark Phillips Dec 2018

Integrating Machine Learning In Law: A Precis Of Best Practices For Initial Law Firm Adoption, J. Mark Phillips

The Journal of Business, Entrepreneurship & the Law

Much of the mystery surrounding machine learning lays not just in how it functions, but in how it is applied. This is especially true in the field of law, where the implementation of artificial intelligence has lagged other fields. This précis distills best practices of machine learning implementation and applies them succinctly to the unique environment of law. Guiding principles and considerations are provided for the technology team, the nature of law firm data, and the commitment level of the adopting law firm.


Yelp’S Review Filtering Algorithm, Yao Yao, Ivelin Angelov, Jack Rasmus-Vorrath, Mooyoung Lee, Daniel W. Engels Aug 2018

Yelp’S Review Filtering Algorithm, Yao Yao, Ivelin Angelov, Jack Rasmus-Vorrath, Mooyoung Lee, Daniel W. Engels

SMU Data Science Review

In this paper, we present an analysis of features influencing Yelp's proprietary review filtering algorithm. Classifying or misclassifying reviews as recommended or non-recommended affects average ratings, consumer decisions, and ultimately, business revenue. Our analysis involves systematically sampling and scraping Yelp restaurant reviews. Features are extracted from review metadata and engineered from metrics and scores generated using text classifiers and sentiment analysis. The coefficients of a multivariate logistic regression model were interpreted as quantifications of the relative importance of features in classifying reviews as recommended or non-recommended. The model classified review recommendations with an accuracy of 78%. We found that reviews …


China's Anti-Corruption Crackdown And The Foreign Corrupt Practices Act, Daniel C.K. Chow May 2018

China's Anti-Corruption Crackdown And The Foreign Corrupt Practices Act, Daniel C.K. Chow

Texas A&M Law Review

China’s highly publicized crackdown on corruption may affect the type and number of cases in China that arise under the Foreign Corrupt Practices Act (“FCPA”), but it should not be assumed that the crackdown will necessarily lead to fewer FCPA prosecutions. Although there is some overlap of the goals of China’s corruption crackdown and the goals of the FCPA, China’s crackdown also serves important goals of the ruling Communist Party. The main goal of the current crackdown is to reinforce the Party’s power by targeting enemies and rivals of the current leadership. The crackdown is not aimed at prohibiting bribes …


Ethereum And The Sec: Why Most Distributed Autonomous Organizations Are Subject To The Registration Requirements Of The Securities Act Of 1933 And A Proposal For New Regulation, Tiffany L. Minks May 2018

Ethereum And The Sec: Why Most Distributed Autonomous Organizations Are Subject To The Registration Requirements Of The Securities Act Of 1933 And A Proposal For New Regulation, Tiffany L. Minks

Texas A&M Law Review

In a world full of new technology, the risk of fraud is constantly increasing. In the securities industry, this risk existed long before the use of technology. Congress enacted the Securities Act of 1933 to combat the risk of fraud and misrepresentation in the sale of securities. By requiring full disclosure, investors have the opportunity to make informed decisions prior to investing. However, Distributed Autonomous Organizations (“DAOs”), through the use of blockchains and smart-contracts, engage in the sale of securities without fully disclosing the risks or complying with the registration requirements of the Securities Act of 1933. Compliance with the …


Mind The Gap(S): Solutions For Defining Tipper-Tippee Liability And The Personal Benefit Test Post-Salman V. United States, Matthew Williams Apr 2018

Mind The Gap(S): Solutions For Defining Tipper-Tippee Liability And The Personal Benefit Test Post-Salman V. United States, Matthew Williams

Fordham Journal of Corporate & Financial Law

The Supreme Court’s decision in Salman v. United States reaffirmed (and indeed, clarified) the central holding of Dirks v. SEC that no additional pecuniary or reputational gain is needed when an insider gives information to a “trading relative or friend.” While this was considered a win for prosecutors, the Court chose to abstain from considering more complex questions regarding tipper-tippee liability. Namely, the Court provided no guidance on what constitutes a “friend” or “trading relative” nor how a tippee “should know” whether information was improperly disclosed. Without any clear standards, prosecutors and courts have wide discretion to determine whether these …


Entire Fairness: A Call To Preserve Delaware Doctrine, Lisa Bei Li Mar 2018

Entire Fairness: A Call To Preserve Delaware Doctrine, Lisa Bei Li

The Journal of Business, Entrepreneurship & the Law

Appraisal arbitrage is on the rise. Institutional investors—namely, hedge funds—buy into target companies after their merger announcements and bet on the price. By purposely taking a minority position, these funds proceed to courts to obtain what they otherwise could not in the market: a “fair value.” Where there is no allegation of wrongdoing or injury, these plaintiffs nonetheless successfully divert deal value away from business combinations. Based on a misunderstood statute, appraisal arbitrage has exploded into a multi-billion dollar industry for large fund investors. In June 2016, amid growing concerns, the Delaware General Assembly amended section 262, Delaware’s appraisal statute. …


The Foreign Corrupt Practices Act Turns 40: "Reflections On Walmart's Enhanced Ethics & Compliance Program", Jay T. Jorgensen Jan 2018

The Foreign Corrupt Practices Act Turns 40: "Reflections On Walmart's Enhanced Ethics & Compliance Program", Jay T. Jorgensen

Texas A&M Law Review

As Walmart’s business has been changing, the company has also evolved and changed in our corporate governance. In 2012, the company started a significant effort to enhance our ethics and compliance programs. Prior to that time the company maintained separate compliance efforts in different countries. For example, Walmart’s business in the United States had a well-developed compliance program. The company had separate compliance-related activities and personnel in our businesses in Canada, China, Mexico, and elsewhere. All of these compliance programs operated independently of each other, reporting to their local business leaders.