1. Bootstrapping: It...

1.Bootstrapping: It starts by randomly selecting a subset of the training data with replacement.

Bootstrapping: It starts by randomly selecting a subset of the training data with replacement. This subset is known as
a “bootstrap sample.” Some data points may appear multiple times in the sample, while others may be omitted.

Feature Randomness: At each node of each decision tree in the Random Forest, a random subset of features is
considered for splitting. This introduces diversity among the trees. The number of features to consider at each node is
typically less than the total number of features in the dataset.

Building Decision Trees: The Random Forest creates a collection of decision trees, each trained on a bootstrap
sample and using feature randomness. These trees are constructed using techniques like Gini impurity (for
classification) or mean squared error (for regression) to determine the best attribute for splitting.

Voting or Averaging: For classification tasks, the Random Forest combines the predictions of individual trees
through majority voting. Each tree’s prediction is counted, and the class with the most votes becomes the final
prediction. For regression tasks, the predictions are averaged.

Ensemble Effect: The ensemble of decision trees helps reduce the variance and overfitting that individual trees might
exhibit. By combining multiple trees with different perspectives, the Random Forest provides a more stable and
accurate prediction.

Out-of-Bag (OOB) Error: Random Forests use the out-of-bag error to estimate the performance of the model. This
is done by evaluating each tree on the data points it didn’t see during its construction (left out due to the bootstrap
sampling). The OOB error serves as a useful indicator of model performance.

Feature Importance: Random Forests can also provide information about feature importance. This helps identify
which features have the most influence on the p

Summarize English and Arabic text online

Summarize text automatically

Summarize English and Arabic text using the statistical algorithm and sorting sentences based on its importance

Download Summary

You can download the summary result with one of any available formats such as PDF,DOCX and TXT

Permanent URL

ٌYou can share the summary link easily, we keep the summary on the website for future reference,except for private summaries.

Other Features

We are working on adding new features to make summarization more easy and accurate

ألنصار المذهب المادي أو الموضوعي، نكون بصدد البدء في تنفيذ الجريمة، بالشروع في ارتكاب الركن المادي ...

تعد اضطرابات التغذيه خطر كبير من الناحيه الطبية والنفسية وتسبب كثير من حالات انقطاع الطمث عند الرياض...

تعتبر المملكة العربية السعودية من كبرى الدول المساهمة على مستوى العالم في برامج مكافحة الجوع. حيث تع...

عند تزاحم المرضى المصابين بفيروس كورونا المستجد و قبل البدء بالمفاضلة بينهم في أولوية العلاج يجب الت...

فوق الأصدقاء - كل هذا خطأك! لن أسامحك أبدًا، أبدًا! صاحت بيس مارفن لابن عمها جورج. كان لدى بيس دمو...

Bareminerals Gen Nude Pa lipstick, an indispensable addition to your makeup collection. This lip lac...

اولاً : المغرب المراد بلفظ المغرب هو كل ما يقابل المشرق من بلاد . وقد اختلف. الجغرافيون والمؤرخون ال...

یأتي یوم یستفید منھا الآخرون إن لم یكن في جیلنا فقد تستفید منھا الأجیال القادمة. التفكیر الناقد و...

Body image appreciation was high among our sample of females attending gyms in Tulkarm and Jenin. ...

أساسیات التعلم یمتد التعلم على امتداد حیاة الإنسان من المھد إلى اللحد، وھو في كل مرحلة من مراحلھ الن...

إن السيدة (زهراء حسن عبود) مدرسة اللغة الإنكليزية في ث. الرباب للبنات هي من طلاب الدراسات العليا (ال...

this most important thing to achieve this goal is to manage your time effectvely i have divid my day...