Namgil Lee

23 papers C 1Journal 20Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
BMC Bioinform.
Namgil Lee, Hojin Yoo, Juhyoung Kim, Heejung Yang
2021 J jnl
CoRR
Namgil Lee, Heejung Yang, Hojin Yoo
2018 conf
APSIPA
Namgil Lee
2018 J jnl
Multidimens. Syst. Signal Process.
Namgil Lee, Andrzej Cichocki
2017 J jnl
IEEE Trans. Signal Process.
Tatsuya Yokota, Namgil Lee, Andrzej Cichocki
2017 J jnl
CoRR
Andrzej Cichocki, Anh Huy Phan, Qibin Zhao, Namgil Lee, Ivan V. Oseledets, Masashi Sugiyama, Danilo P. Mandic
2017 J jnl
Found. Trends Mach. Learn.
Andrzej Cichocki, Anh Huy Phan, Qibin Zhao, Namgil Lee, Ivan V. Oseledets, Masashi Sugiyama, Danilo P. Mandic
2016 J jnl
Comput. Stat. Data Anal.
Namgil Lee, Hyemi Choi, Sung-Ho Kim
2016 J jnl
CoRR
Andrzej Cichocki, Namgil Lee, Ivan V. Oseledets, Anh Huy Phan, Qibin Zhao, Danilo P. Mandic
2016 conf
ICONIP (3)
Namgil Lee, Anh Huy Phan, Fengyu Cong, Andrzej Cichocki
2016 J jnl
SIAM J. Matrix Anal. Appl.
Namgil Lee, Andrzej Cichocki
2016 J jnl
Found. Trends Mach. Learn.
Andrzej Cichocki, Namgil Lee, Ivan V. Oseledets, Anh Huy Phan, Qibin Zhao, Danilo P. Mandic
2015 J jnl
SIAM J. Matrix Anal. Appl.
Namgil Lee, Andrzej Cichocki
2015 J jnl
CoRR
Namgil Lee, Andrzej Cichocki
2014 C conf
ISNN
Namgil Lee, Andrzej Cichocki
2014 J jnl
CoRR
Namgil Lee, Andrzej Cichocki
2014 J jnl
CoRR
Namgil Lee, Andrzej Cichocki
2013 J jnl
Int. J. Imaging Syst. Technol.
Fayyaz Ahmad, Namgil Lee, Eunwoo Kim, Sung-Ho Kim, Hyun Wook Park
2010 J jnl
Comput. Stat. Data Anal.
Namgil Lee, Jong-Min Kim
2009 J jnl
Int. J. Commun. Netw. Syst. Sci.
Byounggi Kim, Namgil Lee, Sangjin Ryoo
2009 J jnl
Int. J. Commun. Netw. Syst. Sci.
Jeonghwan Lee, Gilsang Yoon, Namgil Lee, Sangjin Ryoo, Cheolwoo You, Intae Hwang
2009 J jnl
J. Inform. and Commun. Convergence Engineering
Namgil Lee, Intae Hwang, Seong-Hwan Kim, Cheol-Hun Na, Sangjin Ryoo
2008 J jnl
Neurocomputing
Imhoi Koo, Namgil Lee, Rhee Man Kil
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"