Nan Zhou

27 papers A* 1Journal 26
YearRankTypeTitle / Venue / Authors
2026 J jnl
Eng. Appl. Artif. Intell.
Yong Yang, Wenhao Wang, Kaibo Shi, Yuanlun Xie, Nan Zhou, Shiping Wen, Ming Zhu, Badong Chen
2026 J jnl
Neurocomputing
Yong Yang, Kaibo Shi, Nan Zhou, Wenhao Wang, Shiping Wen, Ming Zhu, Yuanlun Xie
2026 J jnl
IEEE Trans. Cogn. Dev. Syst.
Nan Zhou, Lagen Jika, Wenhao Wang, Yuanlun Xie, Yuanhua Du, Yeng Chai Soh
2026 J jnl
Appl. Intell.
Nan Zhou, Wenjun Luo, Zezhong Wu, Yuanhua Du, Kaibo Shi, Badong Chen
2026 J jnl
Eng. Appl. Artif. Intell.
Nan Zhou, Qing Deng, Wenjun Luo, Xiuyu Huang, Yuanhua Du, Badong Chen, Witold Pedrycz
2026 J jnl
IEEE Trans. Fuzzy Syst.
Li Ma, Nan Zhou, Yuanhua Du, Wenhao Wang, Kaibo Shi, Witold Pedrycz
2026 J jnl
Inf. Sci.
Eryang Chen, Jiajie Huang, Nan Zhou, Yue Yu, Jiuke Huang, Yanyi Cao, Yeng Chai Soh
2025 J jnl
Neurocomputing
Qing Deng, Nan Zhou, Wenjun Luo, Yuanhua Du, Kaibo Shi, Badong Chen
2025 J jnl
Signal Image Video Process.
Yuanlun Xie, Wenhao Wang, Yibo Zhang, Kaibo Shi, Hengxin Zhang, Nan Zhou
2024 J jnl
IEEE Trans. Cogn. Dev. Syst.
Xiuyu Huang, Kup-Sze Choi, Nan Zhou, Yuanpeng Zhang, Badong Chen, Witold Pedrycz
2023 J jnl
Appl. Intell.
Xiuyu Huang, Nan Zhou, Jian Huang, Huaidong Zhang, Witold Pedrycz, Kup-Sze Choi
2023 J jnl
J. Frankl. Inst.
Nan Zhou, Hao Qin, Kup-Sze Choi, Yuanhua Du, Jun Liu, Ping Li, Xiaoyan Huang, Kaibo Shi, Yangyang Xu
2023 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Nan Zhou, Kup-Sze Choi, Badong Chen, Yuanhua Du, Jun Liu, Yangyang Xu
2023 J jnl
Neurocomputing
Jun Liu, Nan Zhou, Kaiyu Qin, Badong Chen, Yonghong Wu, Kup-Sze Choi
2023 J jnl
Neurocomputing
Jun Liu, Guobin Yang, Nan Zhou, Kaiyu Qin, Badong Chen, Yonghong Wu, Kup-Sze Choi
2023 J jnl
Appl. Intell.
Nan Zhou, Yuanhua Du, Jun Liu, Xiuyu Huang, Xiao Shen, Kup-Sze Choi
2022 A* conf
AAAI
Xiuyu Huang, Nan Zhou, Kup-Sze Choi
2022 J jnl
Complex.
Jun Liu, Siqi Peng, Nan Zhou
2021 J jnl
Intell. Data Anal.
Xuemin Tan, Chao Guo, Tao Jiang, Kechang Fu, Nan Zhou, JianYing Yuan, Guoliang Zhang
2020 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Nan Zhou, Badong Chen, Yuanhua Du, Tao Jiang, Jun Liu, Yangyang Xu
2019 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Nan Zhou, Yangyang Xu, Hong Cheng, Zejian Yuan, Badong Chen
2019 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Nan Zhou, Hong Cheng, Jing Qin, Yuanhua Du, Badong Chen
2016 J jnl
Pattern Recognit.
Nan Zhou, Yangyang Xu, Hong Cheng, Jun Fang, Witold Pedrycz
2015 J jnl
CoRR
Nan Zhou, Yangyang Xu, Hong Cheng, Jun Fang, Witold Pedrycz
2014 J jnl
Neurocomputing
Yuanhua Du, Shouming Zhong, Nan Zhou, Kaibo Shi, Jun Cheng
2014 J jnl
Appl. Math. Comput.
Yuanhua Du, Shouming Zhong, Nan Zhou
2013 J jnl
Appl. Math. Comput.
Yuanhua Du, Shouming Zhong, Nan Zhou, Lei Nie, Wenqin Wang
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

    def tag(self):
        return Tag.BASIC_PROPERTIES.value

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

    def get_clickhouse_table(self) -> str:
        return "redb_basic_properties"