Arno  Bradtke

Arno Bradtke

1601431200

Local Outlier Factor for Imbalanced Classification

Introduction

The presence of imbalanced class sizes when discriminating class membership in a body of data can be a large problem if one’s results are not interpreted appropriately. Achieving high accuracy, the so-called “white whale” of most classification problems, becomes a trivial task if an imbalance is not properly addressed. Although it is often better to optimize metrics such as sensitivity and specificity, this can be difficult with many of the popular supervised learning models. For this reason, one might consider turning to unsupervised/semi-supervised methods instead.

One common application of unsupervised/semi-supervised learning is anomaly detection. In this specific context, unsupervised learning focuses on outlier detection, or identifying anomalies within the known data, while semi-supervised learning focuses on novelty detection, or looking for anomalies that come from new data.

#imbalanced-data #semi-supervised-learning #kepler #machine-learning

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Local Outlier Factor for Imbalanced Classification

Localization - Laravel Localization Example

In this example i will show you localization - laravel localization example.

Laravel’s localization features provide a convenient way to retrieve text in different languages, allowing you to easily support multiple languages within your application. So here i will show you how to create localization or laravel dynamic language.

Read More : Localization - Laravel Localization Example

https://websolutionstuff.com/post/localization-laravel-localization-example


Read Also : How To Integrate Paypal Payment Gateway In Laravel

https://websolutionstuff.com/post/how-to-integrate-paypal-payment-gateway-in-laravel

#localization - laravel localization example #localization tutorial #localization #laravel multi languag #laravel documentation #laravel localization

Mark Anderson

Mark Anderson

1616591309

Local Bitcoin Clone launch a trending business in crypto platform

The Blockchain App Factory offers a Local Bitcoin clone platform for its client with an impressive outcome that lures many users quickly. It allows the traders to buy and sell cryptocurrency for paying a particular party. This platform comes with peer-to-peer (P2P) with escrow for secure transactions, which helps in gaining trust and comfort with the feedback mechanism.

#local bitcoin clone script #buy & sell bitcoins with local currency #local bitcoin clone #best local bitcoin clone #local bitcoin exchange script #local bitcoin clone scripts

Arno  Bradtke

Arno Bradtke

1601431200

Local Outlier Factor for Imbalanced Classification

Introduction

The presence of imbalanced class sizes when discriminating class membership in a body of data can be a large problem if one’s results are not interpreted appropriately. Achieving high accuracy, the so-called “white whale” of most classification problems, becomes a trivial task if an imbalance is not properly addressed. Although it is often better to optimize metrics such as sensitivity and specificity, this can be difficult with many of the popular supervised learning models. For this reason, one might consider turning to unsupervised/semi-supervised methods instead.

One common application of unsupervised/semi-supervised learning is anomaly detection. In this specific context, unsupervised learning focuses on outlier detection, or identifying anomalies within the known data, while semi-supervised learning focuses on novelty detection, or looking for anomalies that come from new data.

#imbalanced-data #semi-supervised-learning #kepler #machine-learning

Mark Anderson

Mark Anderson

1617788072

Embrace your business revenue with local bitcoin clone

The trading in local bitcoin clones provides an efficient platform for buying and selling local bitcoin and other cryptocurrencies. It adds value for users to trade cryptocurrencies locally in this generation. This platform offers P2P exchange with escrow protection for trade to happen safely and securely. It has a feedback mechanism and dispute resolution process that enables trading to be trustworthy and comfortable. The bitcoin clone comes with a customization solution to design as per the business requirement.

Cons of Trading Local Bitcoin Clone :

  • Peer-to-peer (P2P) trade.
  • Updated pricing structure.
  • Rapid Bitcoin Trade.
  • Safer trade with Escrow.
  • Background check for trustworthy traders.
  • Automated trading.

Attractive Features of Local Bitcoin Clone :

  • Two Factor Authentication provides state-of-the-art security solutions for every buyer and seller in the marketplace.
  • The creation of crypto-wallets provides escrow integration and performs safe transactions between buyer and seller.
  • It has multiple coin support to be Escrowed and transact without any inconvenience in the market.
  • It enables current live prices displayed in the market for allowing buyers to have a clear idea of trading the coins.
  • The sellers can advertise coins along with cryptocurrency details for the buyers to open a trade request.

The local bitcoin clone enables users worldwide to trade using local currencies for the exchange of cryptocurrency. The rise of local bitcoin value is high in the marketplace for investors to step forward and generate more business revenue in less time by contacting Blockchain App Factory to provide complete guidance.

##local bitcoin clone ##best local bitcoin clone ##buy and sell local bitcoin clone ##ready-made local bitcoin clone ##buy and sell local bitcoin

Tamia  Walter

Tamia Walter

1593255780

Localization in Android - Step by Step Implementation

Localization in Android

The applications that we use in Android devices can be specific to a particular language. That is where Localization comes in the role. Localization is a process that changes the string into various different languages based on user requirements. In this tutorial, we will implement it practically in our application.

Localization can be done for Dates and time as well. Localizing the string is good for the users, but, how about localizing the date and the time? Yes, it can be done too. Luckily, Android SDK includes the classes that format dates and times according to the locale. In Android SDK these date and time are handled using Date class from java.util namespace. To return the current date and time, you can use java.util.Calendar.

You can code it this way to return the Date and the Time:

Date date= Calendar.getInstance().getTime(); // this will get the date and the time
java.text.DateFormat date_format; //This will get the standard format
Date_format = android.text.format.DateFormat.getDateFormat(this);

And for Time:

java.util.Date date_today = Calendar.getInstance().getTime();
java.text.DateFormat time_format;
time_format = android.text.format.DateFormat.getTimeFormat(this);

Language Codes and Folder names:

To implement it in our application we need to first create separate ‘values’ files in the resource folder specifying the language code.

Few of the common language codes that are used in Android are mentioned below:

LanguageCodeFolder NameArabicarvalues-arBengalibnvalues-bnBulgarianbgvalues-bgChinesezhvalues-zhFrenchfrvalues-frGermandevalues-deJapanesejavalues-jaTibetanbovalues-boHindihivalues-hiTelugutevalues-tePunjabipavalues-pa

The above mentioned code and folder names would be mentioned in the strings.xml file, where the string code would be mentioned as:

  • Say for Hindi:
  • res/values-hi / Strings.xml –
<?xml version="1.0" encoding="utf-8"?>
<resources>
   <string name="app_name">स्थानीयकरण उदाहरण</string>
   <string name="hello">नमस्ते दुनिया</string>
   <string name="DataFlair">डाटा फ्लेयर</string>
   <string name="Akshita">अक्षिता ने आपको टेक्स्ट किया</string>
</resources>
  • Say for Japanese:

res/values-ja / Strings.xml –

<resources>
   <string name="DataFlair">データフレア</string>
   <string name="hello">" こんにちは世界"</string>
   <string name="Akshita">明下はあなたにテキストメッセージを送りました</string>
   <string name="app_name" translatable="false">" 私のAndroidローカリゼーション"</string>
</resources>

#android tutorials #android localization #android localization example #android localization tutorial #localization in android