Hangjung Zo

62 papers B 1Journal 41Unranked 20
YearRankTypeTitle / Venue / Authors
2026 conf
HICSS
Dohee Kim, Hangjung Zo
2026 J jnl
Int. J. Electron. Commer.
Jong-hyun Hong, Hangjung Zo, Hyeon Jo
2025 J jnl
Telematics Informatics
Jooyoung Kim, Hangjung Zo
2025 J jnl
Comput. Hum. Behav.
Jooyoung Kim, Hangjung Zo, Jongkun Jun
2025 J jnl
Ind. Manag. Data Syst.
Kyubum Lee, Hangjung Zo, Myeongki Jeong
2024 conf
ICTC
Minju Kim, Hangjung Zo, Sunyoung Choi
2024 conf
ICTC
Kyunam Park, Hangjung Zo
2023 J jnl
Technol. Anal. Strateg. Manag.
Soo Chang Son, Hangjung Zo
2023 J jnl
Int. J. Medical Informatics
Kyuho Han, Hangjung Zo
2022 J jnl
IEEE Trans. Engineering Management
Hyeri Choi, Hangjung Zo
2022 conf
ICEB
Kwonneung Joo, Jooyoung Kim, Hangjung Zo
2022 conf
ICEB
Seungyeop Baik, Sunyoung Choi, Suho Ahn, Hangjung Zo
2021 J jnl
Int. J. Mob. Commun.
Dongwook Kim, Hangjung Zo, Junghwan Lee
2021 J jnl
Telematics Informatics
Myeongki Jeong, Hangjung Zo
2021 J jnl
J. Comput. Inf. Syst.
Junyoung Oh, Hwansoo Lee, Hangjung Zo
2021 J jnl
J. Enterp. Inf. Manag.
Jongbum Kim, Jeonghun Seo, Hangjung Zo, Hwansoo Lee
2020 J jnl
J. Glob. Inf. Manag.
Newman O. Omigie, Hangjung Zo, Andrew P. Ciganek, Suprasith Jarupathirun
2019 J jnl
Comput. Hum. Behav.
Myeongki Jeong, Hangjung Zo, Chul Ho Lee, Yasin Ceran
2019 J jnl
ACM Trans. Manag. Inf. Syst.
Hangjung Zo, Derek L. Nazareth, Hemant K. Jain
2019 J jnl
Telematics Informatics
Riri Kusumarani, Hangjung Zo
2017 J jnl
Ind. Manag. Data Syst.
Newman O. Omigie, Hangjung Zo, Jae Jeung Rho, Andrew P. Ciganek
2017 J jnl
Telematics Informatics
Sang-Yeal Han, Jaeheung Yoo, Hangjung Zo, Andrew P. Ciganek
2017 J jnl
Telematics Informatics
Jieun Yu, Hwansoo Lee, Imsook Ha, Hangjung Zo
2017 J jnl
Ind. Manag. Data Syst.
Heetae Yang, Hwansoo Lee, Hangjung Zo
2016 J jnl
Inf. Technol. People
Sungbum Park, Sang-ug Kang, Hangjung Zo
2016 J jnl
Inf. Manag.
Seyoung Seol, Hwansoo Lee, Jieun Yu, Hangjung Zo
2016 conf
PACIS
Jeonghun Seo, Hangjung Zo
2016 J jnl
Behav. Inf. Technol.
Jiyeon Hwang, Hwansoo Lee, Kee Sung Kim, Hangjung Zo, Andrew P. Ciganek
2016 J jnl
Int. J. Mob. Commun.
Seyoung Seol, Hwansoo Lee, Hangjung Zo
2016 conf
ICTC
Heongu Lee, Hangjung Zo
2016 J jnl
Inf. Technol. Dev.
Wannasiri Bhuasiri, Hangjung Zo, Hwansoo Lee, Andrew P. Ciganek
2016 J jnl
Telematics Informatics
Heetae Yang, Jieun Yu, Hangjung Zo, Munkee Choi
2015 J jnl
Comput. Ind. Eng.
Youngkeun Song, Sungjoo Lee, Hangjung Zo, Hakyeon Lee
2015 J jnl
Behav. Inf. Technol.
Hwansoo Lee, Dongwon Lim, Hyerin Kim, Hangjung Zo, Andrew P. Ciganek
2015 J jnl
Telematics Informatics
Junghwan Lee, Dong Wook Kim, Hangjung Zo
2015 J jnl
Comput. Educ.
Khaled M. Alraimi, Hangjung Zo, Andrew P. Ciganek
2015 conf
PACIS
Jeonghye Kim, Youngseog Yoon, Hangjung Zo
2015 J jnl
Internet Res.
Abiyot B. Tehone, Hangjung Zo, Andrew P. Ciganek
2014 J jnl
J. Artif. Soc. Soc. Simul.
Dongwon Lim, Hwansoo Lee, Hangjung Zo, Andrew P. Ciganek
2014 J jnl
Br. J. Educ. Technol.
Junghwan Lee, Hangjung Zo, Hwansoo Lee
2014 conf
ICTC
Youngseog Yoon, Hangjung Zo
2013 J jnl
Int. J. Bus. Inf. Syst.
Viktor Hollmann, Hwansoo Lee, Hangjung Zo, Andrew P. Ciganek
2013 J jnl
J. Glob. Inf. Manag.
Aries Susanto, Hwansoo Lee, Hangjung Zo, Andrew P. Ciganek
2013 conf
PACIS
Dongwon Lim, Hwansoo Lee, Jaeheung Yoo, Hangjung Zo
2013 conf
ICTC
Heongu Lee, Hangjung Zo
2013 conf
ICTC
Keesung Kim, Hwansoo Lee, Jiyeon Hwang, Hangjung Zo
2013 conf
PACIS
Seyoung Seol, Jieun Yu, Jongbum Kim, Munkee Choi, Hangjung Zo
2013 J jnl
Online Inf. Rev.
Jieun Yu, Hangjung Zo, Munkee Choi, Andrew P. Ciganek
2012 J jnl
Comput. Educ.
Wannasiri Bhuasiri, Oudone Xaymoungkhoun, Hangjung Zo, Jae Jeung Rho, Andrew P. Ciganek
2012 J jnl
Int. J. Bus. Inf. Syst.
Dong-Heon Kwak, Donna McAlister Kizzier, Hangjung Zo, Euisung Jung
2012 conf
PACIS
Seyoung Seol, Hwansoo Lee, Jieun Yu, Hangjung Zo
2012 J jnl
Inf. Syst. Frontiers
Hangjung Zo, Derek L. Nazareth, Hemant K. Jain
2012 B conf
SMC
Aries Susanto, Younghoon Chang, Hangjung Zo, Myeong-Cheol Park
2011 conf
AMCIS
Hyerin Kim, Hangjung Zo
2011 J jnl
Electron. Commer. Res. Appl.
Sungbum Park, Hangjung Zo, Andrew P. Ciganek, Gyoo Gun Lim
2011 conf
DESRIST
Dongwon Lim, Hangjung Zo, Duk Hee Lee
2010 J jnl
Decis. Support Syst.
Hangjung Zo, Derek L. Nazareth, Hemant K. Jain
2009 J jnl
IEEE Trans. Syst. Man Cybern. Part A
Hangjung Zo, Keshavamurthy Ramamurthy
2007 conf
HICSS
Hangjung Zo, Derek L. Nazareth, Hemant K. Jain
2004 conf
AMCIS
Andrew P. Ciganek, Suprasith Jarupathirun, Hangjung Zo
2003 conf
AMCIS
Hangjung Zo
2003 conf
AMCIS
Hangjung Zo
redb/extractors/js_extractors/js_suspicious_apis.py
← Index redb/extractors/js_extractors/js_suspicious_apis.py python
import inspect
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 CATEGORIES, PATTERNS


# Backwards-compatible export: `{category: [(raw_pattern_string, api_name), ...]}`
# in canonical PATTERNS insertion order (code_execution, network, filesystem,
# process, registry, crypto_encoding, dom_manipulation). Kept so external
# callers (notably JSDeobfuscationExtractor pre-cleanup) keep working until
# they are migrated to PATTERNS directly.
SUSPICIOUS_APIS: "dict[str, list[tuple[str, str]]]" = {}
for _name, _compiled in PATTERNS.items():
    SUSPICIOUS_APIS.setdefault(CATEGORIES[_name], []).append((_compiled.pattern, _name))


class JSSuspiciousAPIsExtractor(JSExtractor):

    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.api_findings = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _get_context_snippet(self, line, max_len=200):
        """Get a truncated context snippet around a match."""
        line = line.strip()
        if len(line) > max_len:
            return line[:max_len] + "..."
        return line

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

        # Pass 1: shared per-sample scan over the raw source. The dict contains
        # entries for both PATTERNS and FEATURE_PATTERNS; the loop below only
        # consults PATTERNS keys, so feature-only entries are ignored.
        raw_scan = self._context.scan or {}
        raw_lines = self.lines

        # Pass 2: same patterns over the deobfuscated text, when the
        # deobfuscator produced something meaningfully different. APIs hidden
        # behind one obfuscation layer (Vjw0rm-style array.join + eval,
        # Dean-Edwards packers, jjencode, ...) only surface here. The scan is
        # cached on JSContext so JSDeobfuscationExtractor (which computes the
        # new_apis_found diff) reuses the same result.
        deobf_scan = self._context.scan_deobfuscated
        if deobf_scan:
            deobf_text, _ = self._context.deobfuscated
            deobf_lines = deobf_text.splitlines()
        else:
            deobf_lines = []

        findings = []
        # Iterate PATTERNS in canonical order so output is deterministic and
        # matches the historical category/pattern ordering. For each api_name,
        # raw findings take precedence; if an API is found only in the
        # deobfuscated text, we surface it as a row tagged revealed_by_deobf=1
        # with line numbers / snippets pulled from the deobfuscated source.
        for api_name in PATTERNS:
            raw_info = raw_scan.get(api_name)
            if raw_info:
                line_numbers = raw_info["lines"]
                lines_for_snippets = raw_lines
                revealed_by_deobf = 0
            else:
                deobf_info = deobf_scan.get(api_name)
                if not deobf_info:
                    continue
                line_numbers = deobf_info["lines"]
                lines_for_snippets = deobf_lines
                revealed_by_deobf = 1

            snippets = [
                self._get_context_snippet(lines_for_snippets[ln - 1])
                for ln in line_numbers[:3]
                if 0 < ln <= len(lines_for_snippets)
            ]
            findings.append({
                "api_name": api_name,
                "api_category": CATEGORIES[api_name],
                # Historical semantics: count = number of unique lines with a
                # match, not total in-source match count.
                "call_count": len(line_numbers),
                "line_numbers": line_numbers,
                "context_snippet": " | ".join(snippets),
                "revealed_by_deobf": revealed_by_deobf,
            })

        if not findings:
            return None

        self.api_findings = findings
        return findings

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

            current_time = datetime.now(timezone.utc)
            data = []
            for f in self.api_findings:
                data.append([
                    self.sha256,
                    f['api_name'],
                    f['api_category'],
                    f['call_count'],
                    f['line_numbers'],
                    f['context_snippet'],
                    f['revealed_by_deobf'],
                    current_time,
                ])

            column_names = [
                "sha256", "api_name", "api_category",
                "call_count", "line_numbers", "context_snippet",
                "revealed_by_deobf",
                "analysis_date",
            ]

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

            return (data, column_names, column_type_names)

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