multi-layer perceptron model for classifying android apps유홍렬([email protected]) 2018. 11. 30...

13

유홍렬 ([email protected]) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호 R&D 데이터 챌린지 (컴퓨터 비전공자의 AI기반 안드로이드 악성 앱 탐지 고군분투기)

Upload: others

Post on 30-Oct-2020

1 views

Category:

Documents

0 download

Report

Download

Embed Size (px):

TRANSCRIPT

Page 1: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

유홍렬 ([email protected])

2018. 11. 30

Multi-layer Perceptron Model for Classifying Android Apps

정보보호 R&D 데이터 챌린지

(컴퓨터 비전공자의 AI기반 안드로이드 악성 앱 탐지 고군분투기)

Page 2: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 3: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 4: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 5: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 6: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 7: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 8: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 9: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

= [ , , … , ] = ቊ, 𝑖𝑓 𝑡𝑑 𝑖𝑠 𝑟𝑒𝑞𝑢𝑒𝑠𝑡𝑒𝑑0, 𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒

Page 10: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 11: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 12: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

Page 13: Multi-layer Perceptron Model for Classifying Android Apps유홍렬(ryeol@yonsei.ac.kr) 2018. 11. 30 Multi-layer Perceptron Model for Classifying Android Apps 정보보호R&D 데이터챌린지

COMPARAÇÃO DE ARQUITETURAS DE REDES NEURAIS PARA … · Palavras-chave: Narizes Artificiais, Redes Neurais Artificiais, Reconhecimento de Padrões, Multi-Layer Perceptron (MLP),

58962089 Studi Kasus Mengenai Aplikasi Multi Layer Perceptron Neural

Modelos Preditivos de Velocidade de Vento para Sistemas ... · velocidade de vento baseados em redes neurais artificiais do tipo Perceptron Multicamadas ( Multi-Layer Perceptron )

Perceptron (c) Marcin Sydow Summary Perceptron

hastaritafika.files.wordpress.com · Pengenalan Pola Tulisan Tangan Abjad Huruf Kecil menggunakan metode Zoning dan Multi Layer Perceptron Pengenalan Pola Karakter pada Kata Tulisan

Multilayer Perceptron - USP · Implementing XOR Additional layer also called hidden layer This result was produced by the parameters in the previous slide A B (0,0) (0,1) (1,1) 0.4

MULTILAYER PERCEPTRON

Practica Perceptron

Multilayer Perceptron · Multilayer Perceptron: Solving XOR Implementing XOR Additional layer also called hidden layer → Multilayer Perceptron (MLP) X 1 X 2 1 1 1 1 0.6-0.2 Weights

MULTI-LAYER PERCEPTRON PARA PREVISÃO DE DEMANDA DO …repositorio.roca.utfpr.edu.br/jspui/bitstream/1/10516/1/PG_DAENP_2… · tomadas de decisões das empresas é ter certa percepção

Perhitungan Perceptron

Studi Kasus Mengenai Aplikasi Multi Layer Perceptron Neural

Perceptron Multicapa

MLP Multiple Layer Perceptron - prof.usb.veprof.usb.ve/mvillasa/redes/MLP-c-vl.pdf · Un perceptrón multicapa es la extensión natural del perceptrón estudiado anteriormente. Se

Structured Perceptron with Inexact Searchweb.engr.oregonstate.edu/~huanlian/slides/perceptron-inexact-NAACL.pdfStructured Perceptron (Collins 02) •simple generalization from binary/multiclass

Shah Classifying Short DurationVoltage UsingFuzzyExpert

Multi-Layer Perceptron in Matlab NN Toolbox [Part 1]

Classifying Chemical Reactions

Reconhecimento de Padrões Multi-Layer Perceptron (MLP)

Single-Layer Perceptron Classifiers - 國立臺灣師範大學berlin.csie.ntnu.edu.tw/PastCourses/Neural2002Fall/ch3-SingleLayer... · 3 Classification Model, Features, and Decision

Redes Neurais Artificiais - osorio.wait4.orgosorio.wait4.org/oldsite/neural/rna01.pdf · • Adaline, Madaline, Perceptron [W idrow 62, Rosenblatt 59] • Multi-Layer Perceptron e

Classifying Caste Padmanabh

NOVI PRISTUP U PROSTORNOJ OBRADI SIGNALA …postel.sf.bg.ac.rs/simpozijumi/POSTEL2012/RADOVI PDF... · elementi me usobno spregnute MLP (Multi-Layer Perceptron) i RBF (Radial Basis

VIŠESLOJNI PERCEPTRON

Reconhecimento de Padrões Multi-Layer Perceptron (MLP) David Menotti, Ph.D. Universidade Federal de Ouro Preto (UFOP) Programa

Diagram of a Neuron The Simple Perceptron Multilayer Neural Network What is Hidden Layer? Why do we Need a Hidden Layer? How do Multilayer

Materi Multi Layer Perceptron

BAB IV HASIL DAN PENGUJIAN - sir.stikom.edusir.stikom.edu/id/eprint/1540/6/BAB_IV.pdf · lunak berbasis shadow feature dan multi layer perceptron (MLP), pada bagian shadow feature

Jaringan perceptron

Perceptron - Kangwon

Classifying$Matter$ - Mrs. King's BioWebmrskingsbioweb.com/PhysicalScience/PPT/Matter.pdf · Classifying$Matter$ Puresubstance$$ ... Pure Substances Separable into simpler substances?