Classification Functions for Machine Learning and Data Mining

Tsutomu Sasao

(0) Rašyti atsiliepimą

-15% su kodu: ENG15

Classification Functions for Machine Learning and Data Mining

Tsutomu Sasao

(0) Rašyti atsiliepimą

Knygos „Classification Functions for Machine Learning and Data Mining“ aprašymas

Knygos aprašymas

This book introduces a novel perspective on machine learning, offering distinct advantages over neural network-based techniques. This approach boasts a reduced hardware requirement, lower power consumption, and enhanced interpretability. The applications of this approach encompass high-speed classifications, including packet classification, network intrusion detection, and exotic particle detection in high-energy physics. Moreover, it finds utility in medical diagnosis scenarios characterized by small training sets and imbalanced data. The resulting rule generated by this method can be implemented either in software or hardware. In the case of hardware implementation, circuit design can employ look-up tables (memory), rather than threshold gates.

The methodology described in this book involves extracting a set of rules from a training set, composed of categorical variable vectors and their corresponding classes. Unnecessary variables are eliminated, and the rules are simplified before being transformed into a sum-of-products (SOP) form. The resulting SOP exhibits the ability to generalize and predict outputs for new inputs. The effectiveness of this approach is demonstrated through numerous examples and experimental results using the University of California-Irvine (UCI) dataset.

This book is primarily intended for graduate students and researchers in the fields of logic synthesis, machine learning, and data mining. It assumes a foundational understanding of logic synthesis, while familiarity with linear algebra and statistics would be beneficial for readers.

Informacija

Autorius:	Tsutomu Sasao
Leidėjas:	Springer International Publishing
Išleidimo metai:	2024
Knygos puslapių skaičius:	160
ISBN-10:	3031353498
ISBN-13:	9783031353499
Formatas:	240 x 168 x 9 mm. Knyga minkštu viršeliu
Kalba:	Anglų

Pirkėjų atsiliepimai

Parašykite atsiliepimą apie „Classification Functions for Machine Learning and Data Mining“

Pristatymo būdas	Knygos pristatymo trukmė *
Smartpost paštomatas	Per 18-26 val.
Venipak paštomatas	Per 18-26 val
LP Express terminalas	Per 18-26 val.
DPD paštomatas	Vilniuje: per 4-26 val., kitur Lietuvoje: per 18-26 val.
Omniva paštomatas	Per 18-26 val.
Lietuvos pašto skyrius	Per 18-26 val.
Nurodytu adresu	Per 18-26 val.

Pristatymo būdas	Knygos pristatymo trukmė*
Smartpost paštomatas	Per 24-48 val.
Venipak paštomatas	Per 24-48 val.
LP Express terminalas	Per 24-48 val.
DPD paštomatas	Vilniuje: per 24-32 val., kitur Lietuvoje: per 24-48 val.
Omniva paštomatas	Per 24-48 val.
Lietuvos pašto skyrius	Per 24-72 val.
Nurodytu adresu	Per 24-48 val.

Pristatymo būdas	Knygos pristatymo trukmė
Smartpost paštomatas	3-6 darbo dienos
Venipak paštomatas	3-6 darbo dienos
LP Express terminalas	3-6 darbo dienos
DPD paštomatas	3-6 darbo dienos
Omniva paštomatas	3-6 darbo dienos
Lietuvos pašto skyrius	5-8 darbo dienos
Nurodytu adresu	3-6 darbo dienos

Pristatymo būdas ir kaina LIETUVOJE
Atsiėmimas biure Vilniuje Galimas tik nuo 15 € NEMOKAMAS
Venipak paštomatas Prekių suma iki 20 € - kaina 1,89 € virš 20€ pristatymas NEMOKAMAS
Smartpost paštomatas Prekių suma iki 20 € - kaina 1,99 € virš 20 € pristatymas NEMOKAMAS
Omniva paštomatas Prekių suma iki 25 € - kaina 2,49 € virš 25 € pristatymas NEMOKAMAS
LP Express terminalas Prekių suma iki 25 € - kaina 2,49 € virš 25 € pristatymas NEMOKAMAS
DPD paštomatas Prekių suma iki 25 € - kaina 2,99 € virš 25 € pristatymas NEMOKAMAS
Lietuvos pašto skyrius Prekių suma iki 25 € - kaina 2,49 € virš 25 € pristatymas NEMOKAMAS
Nurodytu adresu Prekių suma iki 25 € - kaina 3,49 € virš 25 € pristatymas NEMOKAMAS