Explanatory Model Analysis
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Explanatory Model Analysis
Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.
Textplicating Iconophones
Author: Nurit Levy
language: en
Publisher: John Benjamins Publishing Company
Release Date: 2016-04-21
This volume applies a sign-oriented approach to the description of articulatory and acoustic iconic phenomena in James Joyce’s Ulysses. In its hypothesis, the greater the role of sensory experience in the message of a text, the more likely it is to employ linguistic representation in articulated sounds iconically to affect sensory experience. Ulysses is presented as a work of art whose emphasis on sensual impression and sensory experience is reflected in the composition and distribution of its phonemes. Four English phonemes are examined, each in several contexts in Ulysses. A systematic association of resemblance is found between the manner and effort involved in the articulation of each phoneme relative to other phonemes and sounds, and the manner in which semantic content is arranged in the scenes and themes of the book. The different emphases of semantic arrangement associated with each of the examined phonemes are maintained across diverse themes, varied scopes of reference and opposed manners of contextualization. The phonological unit is therefore perceived to carry a semantic impact to complement its differentiating role in linguistic signification. It also offers an innovative approach to Ulysses and exposes new semantic nuances in its narration and characterization techniques.
The Handbook of Discourse Analysis
Author: Deborah Schiffrin
language: en
Publisher: John Wiley & Sons
Release Date: 2008-04-15
The Handbook of Discourse Analysis makes significant contributions to current research and serves as a comprehensive and authoritative guide to the central issues in contemporary discourse analysis. Features comprehensive coverage of contemporary discourse analysis. Offers an overview of how different disciplines approach the analysis of discourse. Provides analysis of a wide range of data, including political speeches, everyday conversation, and literary texts. Includes a varied range of theoretical models, such as relevance theory and systemic-functional linguistics; and methodology, including interpretive, statistical, and formal methodsFeatures comprehensive coverage of contemporary discourse analysis.