Heterogeneous acoustic measurements and multiple classifiers for speech recognition

Thesis (Ph.D.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 1999.Includes bibliographical references (p. 165-173).by Andrew K. Halberstadt.Ph.D

Digital Signal Processing Research Program

Contains table of contents for Section 2, an introduction, reports on twenty-one research projects and a list of publications.U.S. Navy - Office of Naval Research Grant N00014-93-1-0686Lockheed Sanders, Inc. Contract P.O. BY5561U.S. Air Force - Office of Scientific Research Grant AFOSR 91-0034National Science Foundation Grant MIP 95-02885U.S. Navy - Office of Naval Research Grant N00014-95-1-0834MIT-WHOI Joint Graduate Program in Oceanographic EngineeringAT&T Laboratories Doctoral Support ProgramDefense Advanced Research Projects Agency/U.S. Navy - Office of Naval Research Grant N00014-89-J-1489Lockheed Sanders/U.S. Navy - Office of Naval Research Grant N00014-91-C-0125U.S. Navy - Office of Naval Research Grant N00014-89-J-1489National Science Foundation Grant MIP 95-02885Defense Advanced Research Projects Agency/U.S. Navy Contract DAAH04-95-1-0473U.S. Navy - Office of Naval Research Grant N00014-91-J-1628University of California/Scripps Institute of Oceanography Contract 1003-73-5

Looking the Part: Social Status Cues Shape Race Perception

It is commonly believed that race is perceived through another's facial features, such as skin color. In the present research, we demonstrate that cues to social status that often surround a face systematically change the perception of its race. Participants categorized the race of faces that varied along White–Black morph continua and that were presented with high-status or low-status attire. Low-status attire increased the likelihood of categorization as Black, whereas high-status attire increased the likelihood of categorization as White; and this influence grew stronger as race became more ambiguous (Experiment 1). When faces with high-status attire were categorized as Black or faces with low-status attire were categorized as White, participants' hand movements nevertheless revealed a simultaneous attraction to select the other race-category response (stereotypically tied to the status cue) before arriving at a final categorization. Further, this attraction effect grew as race became more ambiguous (Experiment 2). Computational simulations then demonstrated that these effects may be accounted for by a neurally plausible person categorization system, in which contextual cues come to trigger stereotypes that in turn influence race perception. Together, the findings show how stereotypes interact with physical cues to shape person categorization, and suggest that social and contextual factors guide the perception of race

Using aggregation to improve the performance of mixture Gaussian acoustic models

This paper investigates the use of aggregation as a means of improving the performance and robustness of mixture Gaussian models. This technique produces models that are more accurate and more robust to different test sets than traditional cross-validation using a development set. A theoretical justification for this technique is presented along with experimental results in phonetic classification, phonetic recognition, and word recognition tasks on the TIMIT and Resource Management corpora. In speech classification and recognition tasks error rate reductions of up to 12% were observed using this technique. A method for utilizing treestructured density functions for the purpose of pruning the aggregated models is also presented. 1

International Union of Basic and Clinical Pharmacology. CX. Classification of Receptors for 5-hydroxytryptamine; Pharmacology and Function

Copyright © 2020 by The American Society for Pharmacology and Experimental Therapeutics. 5-HT receptors expressed throughout the human body are targets for established therapeutics and various drugs in development. Their diversity of structure and function reflects the important role 5-HT receptors play in physiologic and pathophysiological processes. The present review offers a framework for the official receptor nomenclature and a detailed understanding of each of the 14 5-HT receptor subtypes, their roles in the systems of the body, and, where appropriate, the (potential) utility of therapeutics targeting these receptors. SIGNIFICANCE STATEMENT: This review provides a comprehensive account of the classification and function of 5-hydroxytryptamine receptors, including how they are targeted for therapeutic benefit

National character does not reflect mean personality trait levels in 49 cultures

Most people hold beliefs about psychological characteristics typical of members of their own and others' cultures. These perceptions of national character may be generalizations from personal experience, or stereotypes with or without a “ kernel of truth." We obtained national character ratings from 49 cultures and compared them to average personality scores of culture members as assessed by observer ratings and self-reports. National character ratings appeared to be reliable and valid measures, but they did not converge with assessed personality traits. Perceptions of national character thus appear to be unfounded stereotypes that may serve the function of maintaining a national identity