Irene Y. L. Chen

29 papers B 7C 4Journal 10Unranked 8
YearRankTypeTitle / Venue / Authors
2022 J jnl
Comput. Educ. Artif. Intell.
Albert C. M. Yang, Irene Y. L. Chen, Brendan Flanagan, Hiroaki Ogata
2020 C conf
ICCE
Albert C. M. Yang, Irene Y. L. Chen, Brendan Flanagan, Hiroaki Ogata
2020 J jnl
Int. J. Online Pedagog. Course Des.
Christopher C. Y. Yang, Irene Y. L. Chen, Anna Y. Q. Huang, Qian-Ru Lin, Hiroaki Ogata
2020 C conf
ICCE
Albert C. M. Yang, Irene Y. L. Chen, Brendan Flanagan, Hiroaki Ogata
2020 C conf
ICCE
Owen H. T. Lu, Anna Y. Q. Huang, Che-Yu Kuo, Irene Y. L. Chen, Stephen J. H. Yang
2020 conf
TALE
Jian-Xuan Weng, Anna Y. Q. Huang, Owen H. T. Lu, Irene Y. L. Chen, Stephen J. H. Yang
2020 C conf
ICCE
Ching-Hsiang Kang, Anna Y. Q. Huang, Owen H. T. Lu, Bin Shyan Jong, Irene Y. L. Chen, Stephen J. H. Yang
2016 conf
IIAI-AAI
Stephen J. H. Yang, Jeff C. H. Huang, Anna Y. Q. Huang, Irene Y. L. Chen
2009 J jnl
J. Educ. Technol. Soc.
Irene Y. L. Chen, Nian-Shing Chen, Kinshuk
2008 J jnl
Expert Syst. Appl.
Stephen J. H. Yang, Jia Zhang, Irene Y. L. Chen
2008 J jnl
Int. J. Hum. Comput. Stud.
Stephen J. H. Yang, Irene Y. L. Chen
2007 B conf
ICALT
Stephen J. H. Yang, Irene Y. L. Chen, Rick C. S. Chen
2007 J jnl
J. Educ. Technol. Soc.
Stephen J. H. Yang, Irene Y. L. Chen, Kinshuk, Nian-Shing Chen
2007 B conf
ICALT
Stephen J. H. Yang, Irene Y. L. Chen, Addison Y. S. Sue
2007 J jnl
J. Inf. Sci.
Irene Y. L. Chen
2007 J jnl
Int. J. Web Serv. Res.
Stephen J. H. Yang, Jia Zhang, Irene Y. L. Chen
2007 conf
IEEE SCC
Stephen J. H. Yang, Jia Zhang, Irene Y. L. Chen
2006 B conf
ICALT
Irene Y. L. Chen, Stephen J. H. Yang
2006 B conf
ICALT
Stephen J. H. Yang, Irene Y. L. Chen
2006 conf
SUTC (2)
Irene Y. L. Chen, Addison Su, Jeff J. S. Huang, Blue Lan, Yen-Shih Shen
2006 conf
IEEE SCC
Irene Y. L. Chen, Stephen J. H. Yang, Jia Zhang
2006 B conf
ICALT
Stephen J. H. Yang, Irene Y. L. Chen
2005 B conf
ICALT
Stephen J. H. Yang, Tiffany C. W. Fan, Irene Y. L. Chen
2005 B conf
ICALT
Stephen J. H. Yang, April C. N. Chang, Irene Y. L. Chen
2004 conf
IEEE SCC
Stephen J. H. Yang, Norman W. Y. Shao, Chi-Wei Lan, Irene Y. L. Chen
2004 conf
WMTE
Irene Y. L. Chen, Stephen J. H. Yang, Norman W. Y. Shao
2002 J jnl
Int. J. Softw. Eng. Knowl. Eng.
Stephen J. H. Yang, Jeffrey J. P. Tsai, Irene Y. L. Chen
2001 J jnl
Ann. Softw. Eng.
Stephen J. H. Yang, Irene Y. L. Chen, Chyun-Chyi Chen, Chi-Hsing Chu, Kevin H. W. Shen, Chi-Wei Lan
2000 conf
ISMSE
Chi-Wei Lan, Chun-Chou Chien, Meng-Yen Hsieh, Irene Y. L. Chen
redb/extractors/js_extractors/js_deobfuscation.py
← Index redb/extractors/js_extractors/js_deobfuscation.py python
import hashlib
import inspect
import re
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.js_extractor import JSExtractor
from redb.extractors.js_extractors.js_patterns import PATTERNS

# String literals of 4+ characters; only used by the deobfuscation diff to count
# strings revealed after deobfuscation. Compiled once at module load.
_STRING_LITERAL_4PLUS_RE = re.compile(r"[\"\']([^\"\']{4,})[\"\']")


class JSDeobfuscationExtractor(JSExtractor):
    """Compute pre/post-deobfuscation metrics for a JS sample.

    The actual deobfuscation pass (external tool with jsbeautifier fallback)
    lives on `JSContext.deobfuscated` and is cached per sample, so any other
    extractor that needs the deobfuscated text reads the same value without
    re-running the subprocess. Configure the external tool via env vars:
        JS_DEOBFUSCATOR_PATH    Path or name (default: webcrack)
        JS_DEOBFUSCATE_TIMEOUT  Seconds (default: 60)
    """

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False, source=None, context=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, source, context=context,
        )
        self.deobfuscation_result = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def extract(self):
        src = self.js_source
        if not src:
            return None

        deobfuscated, deobfuscator_used = self._context.deobfuscated
        if deobfuscated is None:
            return None

        original_size = len(src)
        original_entropy = self._context.text_entropy
        deobfuscated_size = len(deobfuscated)
        deobfuscated_entropy = self._calculate_text_entropy(deobfuscated)
        size_change_ratio = round(deobfuscated_size / original_size, 4) if original_size else 0.0

        # Strings revealed by deobfuscation: matched literals are extracted from
        # both versions and the set difference is the count of "new" strings.
        original_strings = set(_STRING_LITERAL_4PLUS_RE.findall(src))
        deobfuscated_strings = set(_STRING_LITERAL_4PLUS_RE.findall(deobfuscated))
        new_strings = deobfuscated_strings - original_strings

        # Suspicious APIs revealed by deobfuscation. Both sides of the diff
        # come from JSContext caches: the raw scan is computed once for the
        # whole pipeline; the deobfuscated scan is computed once and reused
        # by JSSuspiciousAPIsExtractor's revealed_by_deobf rows.
        original_apis = {n for n in self._context.scan if n in PATTERNS}
        deobfuscated_apis = set(self._context.scan_deobfuscated)
        new_apis = deobfuscated_apis - original_apis

        deobfuscated_sha256 = hashlib.sha256(deobfuscated.encode('utf-8')).hexdigest()

        self.deobfuscation_result = {
            'deobfuscator_used': deobfuscator_used,
            'deobfuscation_successful': True,
            'original_size': original_size,
            'deobfuscated_size': deobfuscated_size,
            'size_change_ratio': size_change_ratio,
            'original_entropy': original_entropy,
            'deobfuscated_entropy': deobfuscated_entropy,
            'new_strings_found': len(new_strings),
            'new_apis_found': len(new_apis),
            'deobfuscated_sha256': deobfuscated_sha256,
        }
        return self.deobfuscation_result

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ClickHouseExporter":
            if not self.deobfuscation_result:
                return None

            r = self.deobfuscation_result
            current_time = datetime.now(timezone.utc)
            data = [[
                self.sha256,
                r['deobfuscator_used'],
                int(r['deobfuscation_successful']),
                r['original_size'],
                r['deobfuscated_size'],
                r['size_change_ratio'],
                r['original_entropy'],
                r['deobfuscated_entropy'],
                r['new_strings_found'],
                r['new_apis_found'],
                r['deobfuscated_sha256'],
                current_time,
            ]]

            column_names = [
                "sha256", "deobfuscator_used", "deobfuscation_successful",
                "original_size", "deobfuscated_size", "size_change_ratio",
                "original_entropy", "deobfuscated_entropy",
                "new_strings_found", "new_apis_found",
                "deobfuscated_sha256", "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)", "LowCardinality(String)", "UInt8",
                "UInt64", "UInt64", "Float64",
                "Float64", "Float64",
                "UInt32", "UInt32",
                "FixedString(64)", "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

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