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We explore the feasibility of automatically identifying sentences in different MEDLINE abstracts that are related in meaning. We compared traditional vector space models with machine learning methods for detecting relatedness, and found that machine learning was superior. The Huber method, a variant of Support Vector Machines which minimizes the modified Huber loss function, achieves 73% precision when the score cutoff is set high enough to identify about one related sentence per abstract on average. We illustrate how an abstract viewed in PubMed might be modified to present the related sentences found in other abstracts by this automatic procedure.  相似文献   
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Fact‐based decision making is changing job functions within organizations more than any other technology. Analytics, once the purview of the data scientist, is now spread throughout organizations. No longer is there a single job title, job function, or set of required skills and credentials for an analytics career. Companies have moved away from seeking applicants with a specific degree to now recruiting analytics talent based on required skill sets. For more than a decade, business schools have been developing new programs in analytics in response to industry's needs. However, in developing meaningful career‐ready professionals, business programs must understand the skills required across different analytics job functions. In this article, the authors present a comprehensive assessment of the skills sought by employers when considering a candidate for an entry‐level analytics position. The authors describe the demand for various types of analytics professionals, identify the job titles and functions with the most significant demand, and then draw a comparison of the job requirements of hard skills, soft skills, software skills, and credentials between three of the most sought‐after analytics areas: data science, data analytics, and business analytics. The authors conclude by providing faculty and administrators with recommendations on how to adapt their courses and programs to provide students with the fundamental preparation necessary for careers in data science, data analytics, and business analytics.  相似文献   
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The authors completed an exploratory factor analysis of the scores of 248 counselors‐in‐training on the Counselor Skills Personal Development Rating Form (CSPD‐RF; M. B. Wilbur, 1991). Participants' counseling program was accredited by the Council for Accreditation of Counseling and Related Educational Programs at a midsize western university. The authors of the CSPD‐RF hypothesized that the CSPD‐RF measured 2 factors: (a) personal development and (b) skills development. Factor analysis yielded 4 factors (Emotional Sensitivity, Basic Listening Skills, Multicultural Skills, and Influencing Skills), accounting for 58.4% of the total variance, thus providing some support for the construct validity of the CSPD‐RF.  相似文献   
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THE LEGISLATIVE STRUGGLE. By Bertram M. Gross. New York: McGraw‐Hill Book Co., 1953; pp. xviii+472. $6.50.

MASON'S MANUAL OF LEGISLATIVE PROCEDURE. By Paul Mason. New York: McGraw‐Hill Book Co., 1953; pp. 640. $6.50.

I AM HAPPY TO PRESENT. By Guy R. Lyle and Kevin Guinagh. New York: The H. W. Wilson Company, 1953; pp. 265. $3.00.

THE MIRACLE OF LANGUAGE. By Charlton Laird. New York: The World Publishing Co., 1953; pp. xii+308. $4.00.

PHONETICS IN ANCIENT INDIA. By W. S. Allen. London Oriental Series, Volume 1. London: Oxford University Press, 1953; pp. x+96. $3.00.

SUPERVISING PEOPLE. By George D. Halsey. (Revised edition). New York: Harper &; Brothers, 1953; pp. 238. $3.00.

COMMUNICATION IN MANAGEMENT. By Charles E. Redfield. Chicago: The University of Chicago Press, 1953; pp. xvi+290. $3.75.

ADULT EDUCATION, THE COMMUNITY APPROACH. By Paul H. Sheats, Clarence D. Jayne, and Ralph B. Spence. New York: Dryden Press; pp. xiii+530. $5.75.

THE ART OF EFFECTIVE TEACHING. By C. B. Eavey. Grand Rapids: Zondervan Publishing House, pp. 298. $3.75.

HOW TO BECOME A BETTER READER. By Paul Witty. Chicago: Science Research Associates, Inc., 1953; pp. viii+304. $5.00.

READING ALOUD. By Wayland Maxfield Parrish. (Third Edition). New York: The Ronald Press Company, 1953; pp. iv+572. $4.25.

TIME FOR TRUE TALES AND ALMOST TRUE. By May Hill Arbuthnot. New York: Scott, Foresman and Co., 1953; pp. 396. $3.50.

THE COLLECTED PLAYS OF W. B. YEATS. By W. B. Yeats. New York: The Macmillan Company, 1953; pp. 446. $5.00.

THE AUTOBIOGRAPHY OF WILLIAM BUTLER YEATS. New York: The Macmillan Company, 1953; pp. 344. $5.00.

TILBURY TOWN: SELECTED POEMS OF EDWIN ARLINGTON ROBINSON. By Lawrence Thompson. New York: The Macmillan Company, 1953; pp. xvi+144. $3.50.

THESE THAT I HAVE LOVED. AN ANTHOLOGY OF LIVING POETRY AND PROSE. By Mildred Welker Hufstater. New York: Pageant Press, 1953; pp. xiv+112. $3.00.

LITERARY MASTERPIECES OF THE WESTERN WORLD. Edited by Francis H. Horn. Baltimore: Johns Hopkins Press, 1953: pp. xix+255. $3.50.  相似文献   
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