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Clustering validity--the optimal number of clusters

-lai (KL) indicators, Hartigan (Hart) indicators, in-group proportion (IGP) indicators, etc. This paper mainly introduces the Calinski-harabasz (CH) index and the Davies-bouldin (DB) indicator.(1) CH indexThe CH indicator describes the degree of tightness through the intra-class dispersion matrix, and the Inter-class dispersion matrix describes the separation, which is defined as where n represents the numb

Development of fiber-optic cable in FTTH

SG15 2003 years of advice, G652 contains g.652a/b/c/d four kinds of fiber, G652C/D and g652a/ b The biggest difference is that the elimination of the 1383nm at the water peak, so that the attenuation is less than 1310nm of fiber attenuation and also reduce the fiber PMD (polarization mode dispersion), broadening the fiber's available wavelength [3]. In 2005, optical fiber manufacturers, represented by China's long-flying and Japanese Sumitomo, introd

"Data Analysis R Language Practice" study notes the descriptive analysis of the data in the fifth chapter (Part I)

ImplementationThe function Summary () calculates the five-and mean-values of a set of data. >summary (Cars$speed) Min.1stqu.medianmean3rdqu.max. 4.012.015.015.419.025.0 5.3 Analysis of discrete trendsMeasure of 5.3.1 Discrete trendThe degree of dispersion of the data is mainly measured by the statistical index of the difference, four difference, average difference, variance, standard, etc. In the actual analysis, the

Memcached Study Notes 3

keys are scattered,Even if a memcached server fails to connect and does not affect other caches, the system continues to run.5) Cache::memcached's distributed algorithm simply means "scatter according to the remainder of the number of servers." Obtain the integer hash of the key [use the CRC32 function, such as CRC32 ($key)], divided by the number of servers, and select the server based on the remaining number. The remainder calculation method is simple, the

Memcached for Perl

minus one is atomic operation, but does not set the initial value, will not be automatically assigned 0. Therefore, error checking should be done, and initialization should be added if necessary. a distributed approach to cache::memcached Perl's memcached client function library cache::memcached is Memcached's author Brad Fitzpatrick's work, which can be said to be the original library of functions. cache::memcached-search.cpan.org The function library realizes the distributed function and is t

Enterprise Station to obtain conversion rate needs to start from the overall optimization details

Now more and more enterprises have taken a bid or SEO way to improve their website traffic, eager to get the real conversion rate, but the fact is often not so. Whether it is to do the bidding or through the SEO to some key words to achieve the home page, the flow is very few, the conversion rate is poor. Therefore, only for a few key words to do optimization has not met the flow of business station needs, only through the optimization of the whole station to obtain conversion rate. The whole s

memcached comprehensive analysis of –4. memcached Distributed Algorithm __ algorithm

distributed memcached is realized. memcached server increased, the key will be dispersed, even if a memcached server failed to connect, and will not affect the other cache, the system can continue to run. Next, the distributed approach to the Perl client function library cache::memcached implementation mentioned in the 1th time is described. a distributed approach to cache::memcached Perl's memcached client function library cache::memcached is Memcached's author Brad Fitzpatrick's work, which c

July Algorithm Deep Learning note 7--rnn

disappears and explodes.The reason for the disappearance and dispersion here is different from the previous one, where the disappearance and dispersion are caused by the expansion of the sequence rather than by the product of the network space. If the network is composed of multiple hidden layers, it will aggravate the disappearance and dispersion. BPTT algorith

Principle and Golang realization of consistent hash algorithm

) Monotonicity mainly refers to when the cluster changes, has been assigned to the old node key, as far as possible to allocate to the previous node, in order to prevent a large number of data migration, where the general hash modulus is difficult to meet this, and the consistency hash algorithm can be transferred to the number of keys to control at a lower level. Dispersion (Spread) Dispersion

Discussion on various reuse technologies

Multiplexing Dense Wavelength Division Multiplexing (DWDM) technology can carry 8 ~ With the continuous development of DWDM technology, the upper limit of the number of split waves is still increasing. The interval is generally less than or equal to 160 nm, which is mainly used in long-distance transmission systems. Dispersion Compensation Technology is required in all DWDM systems to overcome nonlinear distortion in multi-wavelength systems-four-wav

Optical Fiber Technology and various access networks (1)

1. Mainstream Optical Network Technology 1. New Optical Fiber Technology The optical fiber production technology is now mature and is now in mass production. Today, single-mode optical fiber with zero dispersion wavelength λ 0 = 1.3 μm is widely used, the single-mode optical fiber with a zero-dispersion wavelength of λ 0 = 1.55 μm has been developed and has entered the practical stage. Its attenuation at th

Analysis of the development characteristics of Optical Fiber Technology

and different transmission systems are defined, for example, the information on the PMD value ), some new index concepts such as "dispersion longitudinal uniformity" are proposed, which play a very good role in the rational use of optical fiber. All the modifications to these recommendations, the emergence of sub-recommendations, and the drafting of new sub-recommendations all mean some improvements or significant improvements to optical fiber classi

The distributed algorithm of memcached

used, select the server according to the "key". Using the same algorithm, you can select the same server as you saved, and then send a GET command. As long as the data is not deleted for some reason, the saved value can be obtained.Figure 4.3: Distributed introduction: When gettingThis allows the memcached to be distributed by saving different keys to different servers. memcached server, the key will be scattered, even if a memcached server failure can not connect, nor affect the other cache, t

--4.2 Feature selection of "Pattern Recognition and machine learning"

, and the use of GK as a sub-standard is inappropriate. Therefore, if the class probability density function is not or is not approximate to the normal distribution, the mean and variance are not sufficient to estimate the classification of categories, at which point the criterion function is not fully applicable.The greater the dispersion between the class and the Inter-class dispersion matrix SW and the S

Enable NTP service under AIX

1. Configure the/etc/ntp.conf file to add NTP server address information (server 192.168.1.20)BroadcastclientDriftfile/etc/ntp.driftTracefile/etc/ntp.traceServer 192.168.1.202. Start the XNTPD processMethod 1:# Startsrc-s xntpd0513-059 The XNTPD Subsystem has been started. Subsystem PID is 327788. Method 2:# Smit xntpd Select "Start Using the XNTPD Subsystem"--"BOTH"3. Check XNTPD Service Status# Lssrc-ls XNTPDProgram Name:/USR/SBIN/XNTPDVersion:3Leap indicator:11 (Leap indicator is insane.)Sys

A discussion of multi-network clocks

) NTP filtering algorithm(1) with minimum measurement delay, close to accurate clock offset Q d (wedge vertex)(2) The phase deviation weighted average is greater than the last eight samples, as an error estimate(3) Frequency dispersion represents clock reading and frequency tolerance deviation--for distance measurement(4) Synchronization deviation-with measuring distance and maximum error bounds, the time jitter range must be(d) Crossover algorithm(1)

(Original)-Intelligent Energy Meter SM1 algorithm development kit (main station interface) development

A few days ago, I gave a rough idea about the basis of smart energy meter development. Today I want to develop and control the trip, closing, alarm, alarm relief, power preservation and power cancellation of the remote smart electric meter; Let's take a look at the functions in testzhuzhan. dll. 1. Identity Authentication FunctionsFunction Name identityauthentication (char * Div, char * randandendata)Function Identity Authentication random number and ciphertextDiv, input parameter, 8-byte

Concept and importance of optical signal-to-noise ratio (osnr)

determine whether the data rate of the fiber diameter distance can be increased because it can measure the spectral width of the signal. As we all know, the spectral width of signals increases with the increase of data rate. For example, if the 10 gbits/s channel is black in figure 7, the data rate can be increased to 40 Gbit/s (displayed in red) without affecting network performance, as long as it is within the margin of chromatic dispersion (CD) an

How to read the system architecture diagram of a Web service

unacceptable.Expansion of CPU capacityCPU load dispersion is easier because the CPU's calculation does not have a dependency, that is, the result of the current request does not depend on the result of the last request. The stateless of the HTTP protocol is a good example. This CPU can not hold, I directly clone a few completely together, and the cloned service is generally referred to as the application server.The boundaries between the application

memcached comprehensive analysis of 4. memcached Distributed Algorithm __ algorithm

dispersed, even if a memcached server failed to connect, and will not affect the other cache, the system can continue to run. Next, the distributed approach to the Perl client function library cache::memcached implementation mentioned in the 1th time is described. a distributed approach to cache::memcached Perl's memcached client function library cache::memcached is Memcached's author Brad Fitzpatrick's work, which can be said to be the original library of functions. cache::memcached-search.cpa

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