Rewrite this abstact delimited by ``` ```` in academic style. 
```Distributed denial of service (DDoS) attacks pose a serious threat to cloud computing systems. We propose to use time series analysis combined with deep learning models such as Convolutional Neural Networks (CNNs) and Long Short-Term Memory networks (LSTMs), along with an attention mechanism, to detect DDoS attacks. The proposed approach consists of A convolutional neural network–long short-term memory model equipped with an attention mechanism which is used for extracting temporal features from the data. An autoencoder coupled with a decision tree classifier that reduces processing times by compressing incoming data into more compact representations before passing them through classifiers. These methods are evaluated on publicly available CIDDS-001 dataset showing high accuracy performance while having low latency associated costs when dealing against potential threats posed by malicious actors or hostile entities aiming at disrupting service availability within clouds environments.``` In your response, include at most 16 words that are fully capitalized to emphasize key points.
user