Are they really neighbors? A statistical analysis of the SOM algorithm output

نویسندگان

  • Eric de Bodt
  • Marie Cottrell
  • Michel Verleysen
چکیده

Wkh VRP dojrulwkp zdv lqwurgxfhg e| Nrkrqhq lq 4<;4 dqg kdv ehhq wkh irfxv ri d vl}hdeoh dprxqw ri dwwhqwlrq lq wkh vflhqwl f frppxqlw| vlqfh wkhq1 Qx0 phurxv dssolfdwlrqv kdyh ehhq sursrvhg +vhh Nrkr0 qhq ^4<<8` iru d uhsuhvhqwdwlyh olvw ri wkhp, dqg wkh wkhruhwlfdo surshuwlhv kdyh ehhq fduhixoo| vwxglhg +vhh Frwwuhoo/ Iruw ) Sdjëv ^4<<;` iru d uhylhz ri wkh hvwde0 olvkhg uhvxowv xs wr qrz,1 Khqfhiruwk/ zh zloo frqvlghu khuh wkdw wkh VRP dojrulwkp lv idploldu wr wkh uhdghu1

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Developing A Fault Diagnosis Approach Based On Artificial Neural Network And Self Organization Map For Occurred ADSL Faults

Telecommunication companies have received a great deal of research attention, which have many advantages such as low cost, higher qualification, simple installation and maintenance, and high reliability. However, the using of technical maintenance approaches in Telecommunication companies could improve system reliability and users' satisfaction from Asymmetric digital subscriber line (ADSL) ser...

متن کامل

A Novel Hybrid Approach for Email Spam Detection based on Scatter Search Algorithm and K-Nearest Neighbors

Because cyberspace and Internet predominate in the life of users, in addition to business opportunities and time reductions, threats like information theft, penetration into systems, etc. are included in the field of hardware and software. Security is the top priority to prevent a cyber-attack that users should initially be detecting the type of attacks because virtual environments are not moni...

متن کامل

Abstract—self-organizing Map (som) Is a Well Known Data

reduction technique used in data mining. It can reveal structure in data sets through data visualization that is otherwise hard to detect from raw data alone. However, interpretation through visual inspection is prone to errors and can be very tedious. There are several techniques for the automatic detection of clusters of code vectors found by SOM, but they generally do not take into account t...

متن کامل

Congestion estimation of router input ports in Network-on-Chip for efficient virtual allocation

Effective and congestion-aware routing is vital to the performance of network-on-chip. The efficient routing algorithm undoubtedly relies on the considered selection strategy. If the routing function returns a number of more than one permissible output ports, a selection function is exploited to choose the best output port to reduce packets latency. In this paper, we introduce a new selection s...

متن کامل

Using PCA with LVQ, RBF, MLP, SOM and Continuous Wavelet Transform for Fault Diagnosis of Gearboxes

A new method based on principal component analysis (PCA) and artificial neural networks (ANN) is proposed for fault diagnosis of gearboxes. Firstly the six different base wavelets are considered, in which three are from real valued and other three from complex valued. Two wavelet selection criteria Maximum Energy to Shannon Entropy ratio and Maximum Relative Wavelet Energy are used and compared...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2001