{"product_id":"smartphone-sensor-based-human-activity-recognition-system-in-depth-design-analysis-with-new-tools-and-techniques","title":"Smartphone Sensor-Based Human Activity Recognition System In-Depth Design Analysis with New Tools and Techniques","description":"\u003cdiv data-cel-widget=\"bookDescription_feature_div\" data-csa-c-id=\"u7qumn-38oend-85jy7q-z9853p\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-asin=\"\" data-csa-c-slot-id=\"bookDescription_feature_div\" data-csa-c-content-id=\"bookDescription\" data-csa-c-type=\"widget\" data-feature-name=\"bookDescription\" class=\"celwidget\" id=\"bookDescription_feature_div\"\u003e\n\u003cdiv class=\"a-expander-collapsed-height a-row a-expander-container a-spacing-base a-expander-partial-collapse-container\" data-a-expander-collapsed-height=\"280\" data-a-expander-name=\"book_description_expander\"\u003e\n\u003cdiv class=\"a-expander-content a-expander-partial-collapse-content\" data-expanded=\"false\"\u003e\n\u003cdiv id=\"bookDescription_feature_div\" class=\"celwidget\" data-feature-name=\"bookDescription\" data-csa-c-type=\"widget\" data-csa-c-content-id=\"bookDescription\" data-csa-c-slot-id=\"bookDescription_feature_div\" data-csa-c-asin=\"1604272058\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-id=\"xzst4v-oqvam5-7vyc43-dx6vtu\" data-cel-widget=\"bookDescription_feature_div\"\u003e\n\u003cdiv data-a-expander-name=\"book_description_expander\" data-a-expander-collapsed-height=\"280\" class=\"a-expander-collapsed-height a-row a-expander-container a-spacing-base a-expander-partial-collapse-container\"\u003e\n\u003cdiv data-expanded=\"false\" class=\"a-expander-content a-expander-partial-collapse-content\"\u003e\n\u003cdiv id=\"bookDescription_feature_div\" class=\"celwidget\" data-feature-name=\"bookDescription\" data-csa-c-type=\"widget\" data-csa-c-content-id=\"bookDescription\" data-csa-c-slot-id=\"bookDescription_feature_div\" data-csa-c-asin=\"3662638622\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-id=\"xcc6np-eu9lp-n3nxkq-kq20rp\" data-cel-widget=\"bookDescription_feature_div\"\u003e\n\u003cdiv data-a-expander-name=\"book_description_expander\" data-a-expander-collapsed-height=\"280\" class=\"a-expander-collapsed-height a-row a-expander-container a-spacing-base a-expander-partial-collapse-container\"\u003e\n\u003cdiv class=\"accordion-item\" id=\"acc-description\"\u003e\n\u003cdiv role=\"region\" id=\"flush-collapseTwo\" class=\"accordion-collapse collapse show\" aria-labelledby=\"flush-headingTwo\"\u003e\n\u003cdiv class=\"accordion-body description\"\u003e\n\u003cdiv class=\"desc-full\"\u003e\n\u003cdiv class=\"expanded\" id=\"bookDescriptionBox\"\u003e\n\u003cdiv id=\"bookDescription_feature_div\" class=\"celwidget\" data-feature-name=\"bookDescription\" data-csa-c-type=\"widget\" data-csa-c-content-id=\"bookDescription\" data-csa-c-slot-id=\"bookDescription_feature_div\" data-csa-c-asin=\"\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-id=\"q1lg3h-albpeg-ev7084-55dlmt\" data-cel-widget=\"bookDescription_feature_div\"\u003e\n\u003cdiv data-a-expander-name=\"book_description_expander\" data-a-expander-collapsed-height=\"280\" class=\"a-expander-collapsed-height a-row a-expander-container a-spacing-base a-expander-partial-collapse-container\"\u003e\n\u003cdiv data-expanded=\"false\" class=\"a-expander-content a-expander-partial-collapse-content\"\u003e\n\u003cp\u003eThis book provides an in-depth analysis of the design and implementation of a smartphone sensor-based Human Activity Recognition (HAR) system using advanced learning models. It offers detailed insights into key advancements and future directions for HAR system development. The content includes a comprehensive literature review on wearable sensor-based HAR, along with descriptions of publicly available datasets for building HAR systems. To overcome the limitations of existing sensor-based HAR systems, the book emphasizes the creation of a robust HAR dataset in uncontrolled environments. This dataset is developed using built-in smartphone sensors, enabling real-time activity classification. The book presents multiple effective and optimized classifiers for developing efficient HAR systems, leveraging both self-generated and publicly available data.\u003c\/p\u003e\n\u003cp\u003eThe book demonstrates high effectiveness in real-time activity classification and addresses common challenges such as class imbalance and domain shift. It provides practical methodologies and techniques to enhance HAR system performance. This book is an essential resource for professionals, healthcare practitioners, academics, researchers, and students specializing in health applications, signal processing, machine learning, ensemble learning, and deep learning. It offers extensive analysis and actionable insights for investigators, helping streamline product development through intelligent learning algorithms in the field of Human Activity Recognition.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eTable of contents (8 chapters)\u003c\/strong\u003e\u003cbr\u003eFront Matter\u003cbr\u003ePages i-xv\u003cbr\u003eIntroduction\u003cbr\u003ePages 1-8\u003cbr\u003eLiterature Survey\u003cbr\u003ePages 9-23\u003cbr\u003eDesign and Development of a Comprehensive Smartphone Sensor-Based HAR Dataset in an Uncontrolled Environment for Efficient HAR\u003cbr\u003ePages 25-35\u003cbr\u003eData Intensity-Based Feature Selection Protocol for Sensor-Based HAR System\u003cbr\u003ePages 37-56\u003cbr\u003eComparative Analysis of Shallow, Ensemble, and Deep Learning Models for Sensor-Based HAR in Uncontrolled Environments\u003cbr\u003eNurul Amin Choudhury, Badal Soni\u003cbr\u003ePages 57-68\u003cbr\u003eOptimized Deep Learning for HAR in Uncontrolled Environments with Hybrid Feature Fusion\u003cbr\u003ePages 69-81\u003cbr\u003eA Variable Batch Size-Based Hybrid Deep Learning Framework for HAR in Uncontrolled Environments\u003cbr\u003ePages 83-98\u003cbr\u003eConclusion and Future Works\u003cbr\u003eNurul Amin Choudhury, Badal Soni\u003cbr\u003ePages 99-101\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv id=\"hushpuppyUpsell_feature_div\" class=\"celwidget\" data-feature-name=\"hushpuppyUpsell\" data-csa-c-type=\"widget\" data-csa-c-content-id=\"hushpuppyUpsell\" data-csa-c-slot-id=\"hushpuppyUpsell_feature_div\" data-csa-c-asin=\"\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-id=\"h4d1ow-ckdc9c-80jmqr-45c2rg\" data-cel-widget=\"hushpuppyUpsell_feature_div\"\u003e\u003c\/div\u003e\n\u003cdiv id=\"richProductInformation_feature_div\" class=\"celwidget\" data-feature-name=\"richProductInformation\" data-csa-c-type=\"widget\" data-csa-c-content-id=\"richProductInformation\" data-csa-c-slot-id=\"richProductInformation_feature_div\" data-csa-c-asin=\"\" data-csa-c-is-in-initial-active-row=\"false\" data-csa-c-id=\"r8sg26-au2k9e-v0ojcj-ft32cf\" data-cel-widget=\"richProductInformation_feature_div\"\u003e\n\u003cdiv id=\"rich_product_information\" class=\"a-section a-spacing-none celwidget\" data-csa-c-id=\"a2l40r-twnuo-ka8n4w-h23mqq\" data-cel-widget=\"rich_product_information\"\u003e\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv class=\"celwidget aplus-module module-12 aplus-standard\" data-cel-widget=\"aplus-module-12\" data-csa-c-id=\"e48qwb-36wm3s-vb6e8j-pnxs9b\"\u003e\n\u003cdiv class=\"aplus-module-wrapper apm-spacing apm-floatnone apm-fixed-width\"\u003e\n\u003cdiv class=\"apm-sidemodule aplus-module-content\"\u003e\n\u003cp\u003e\u003cstrong\u003e\u003cb\u003eBOOKREAD™ 5-STEP SATISFACTION GUARANTEE\u003c\/b\u003e\u003c\/strong\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003e\u003cstrong\u003e1. No Risk, 30-Day Money-Back Guarantee. \u003cbr\u003e2. instant download. No surprises or hidden fees.\u003cbr\u003e3. Safe Payments via Credit\/Debit Card or PayPal® \u003cbr\u003e4. McAfee™ and SSL secured shopping cart.\u003cbr\u003e5. lifetime customer support.\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cdiv class=\"a-section a-spacing-small a-padding-base\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e","brand":"My Store","offers":[{"title":"PDF","offer_id":57513378054475,"sku":null,"price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1031\/1204\/8971\/files\/978-981-95-7206-9.webp?v=1780611249","url":"https:\/\/bookread.io\/products\/smartphone-sensor-based-human-activity-recognition-system-in-depth-design-analysis-with-new-tools-and-techniques","provider":"bookread","version":"1.0","type":"link"}