Training method, device and system of intrusion detection model and electronic equipment
An intrusion detection and training method technology, applied in the field of communication, can solve problems such as insufficient training data, and achieve the effects of improving training effect, reducing transaction cost, and improving training speed and effect.
Pending Publication Date: 2022-07-22
CHINA MOBILE COMM LTD RES INST +1
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[0004] The purpose of the embodiments of the present application is to provide a training method, device, system, and electronic equipment for an intrusion detection model, which can solve the problem of insufficient training data for traditional machine learning models, meet the demand for data integrity, and solve the problem of data islands. Improved training speed and effectiveness of machine learning models
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[0118] The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present application. Obviously, the described embodiments are part of the embodiments of the present application, not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present application.
[0119] The terms "first", "second" and the like in the description and claims of the present application are used to distinguish similar objects, and are not used to describe a specific order or sequence. It is to be understood that the data so used are interchangeable under appropriate circumstances so that the embodiments of the present application can be practiced in sequences other than those illustrated or described herein, and dis...
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The embodiment of the invention provides a training method, device and system of an intrusion detection model and electronic equipment, and belongs to the technical field of communication. The method comprises the following steps: a publisher node uploads an intrusion detection model and training demand parameters to a block chain system; recruiting participant nodes participating in model training in the block chain system based on a set access mechanism to jointly establish an alliance block chain; and obtaining a target intrusion detection model by the participant node based on the alliance block chain, wherein the target intrusion detection model is obtained by performing model training on the intrusion detection model by the participant node based on the training demand parameters. The problem that training data of a traditional machine learning model is insufficient can be solved, the requirement for data completeness is met, the problem of data islands can be solved, and the training speed and effect of the machine learning model are improved.
Description
technical field [0001] The embodiments of the present application relate to the field of communication technologies, and in particular, to a training method, apparatus, system, and electronic device for an intrusion detection model. Background technique [0002] With the breakthrough of computer hardware configuration and the advancement of cloud computing technology, artificial intelligence (Artificial Intelligence, AI) technology research has set off a new climax, and has been widely used in many fields. As a typical data-driven model, a machine learning model can simulate information processing and logical reasoning in the way that the human brain neural network processes and memorizes information by learning a large number of data samples. However, how to obtain a well-performing machine learning model is still a challenge facing the field of AI research today. The main challenges include the following three aspects: 1. The problem of insufficient computing power. As t...
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IPC IPC(8): G06F21/55G06K9/62G06F16/27G06N20/00
CPCG06F21/554G06F16/27G06N20/00G06F18/214
Inventor 黄静张会娟何申
Owner CHINA MOBILE COMM LTD RES INST