Nelson F. F. Ebecken

77 papers A 2B 5C 6Journal 31Unranked 31
YearRankTypeTitle / Venue / Authors
2023 J jnl
CoRR
Felipe Oliveira, Victoria Reis, Nelson F. F. Ebecken
2022 J jnl
Remote. Sens.
Gustavo de Araújo Carvalho, Peter J. Minnett, Nelson F. F. Ebecken, Luiz Landau
2021 J jnl
Comput. Secur.
Manoel Domingues Junior, Nelson F. F. Ebecken
2021 J jnl
Remote. Sens.
Gustavo de Araújo Carvalho, Peter J. Minnett, Nelson F. F. Ebecken, Luiz Landau
2020 J jnl
Remote. Sens.
Gustavo de Araújo Carvalho, Peter J. Minnett, Nelson F. F. Ebecken, Luiz Landau
2017 J jnl
Expert Syst. Appl.
Patricia Genovez, Nelson F. F. Ebecken, Corina da Costa Freitas, Cristina Maria Bentz, Ramon Morais de Freitas
2016 conf
ICCSA (5)
Thiago Schons, Carolina R. Xavier, Alexandre G. Evsukoff, Nelson F. F. Ebecken, Vinícius da Fonseca Vieira
2015 conf
CSOC (2)
Carlos André R. Pinheiro, Véronique Van Vlasselaer, Bart Baesens, Alexandre G. Evsukoff, Moacyr A. H. B. da Silva, Nelson F. F. Ebecken
2014 conf
ICCSA (6)
Vinícius da Fonseca Vieira, Carolina Ribeiro Xavier, Nelson F. F. Ebecken, Alexandre G. Evsukoff
2014 J jnl
Int. J. Hybrid Intell. Syst.
Edimilson Batista dos Santos, Estevam R. Hruschka Jr., Maria do Carmo Nicoletti, Nelson F. F. Ebecken
2013 B conf
CCGRID
Fabio de Souza, Marcus Salles, Fabio Campos, Silvio Costa, Myrian C. A. Costa, Nelson F. F. Ebecken
2012 J jnl
Memetic Comput.
Grazziela Patrocinio Figueredo, Nelson F. F. Ebecken, Douglas Adriano Augusto, Helio J. C. Barbosa
2012 conf
CompleNet
Gilberto Carvalho Pereira, Fatima F. Santos, Nelson F. F. Ebecken
2011 J jnl
J. Comput. Methods Sci. Eng.
Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2011 J jnl
J. Inf. Knowl. Manag.
Nelson F. F. Ebecken
2011 J jnl
Intell. Data Anal.
Edimilson Batista dos Santos, Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2011 J jnl
Expert Syst. Appl.
Gilberto Carvalho Pereira, Nelson F. F. Ebecken
2011 conf
GECCO (Companion)
Marcelo Beckmann, Beatriz Souza Leite Pires de Lima, Nelson F. F. Ebecken
2011 C conf
ISDA
Edimilson Batista dos Santos, Nelson F. F. Ebecken, Estevam R. Hruschka Jr.
2010 B conf
IEEE Congress on Evolutionary Computation
Edimilson Batista dos Santos, Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2010 conf
SBRN
Marilia M. F. de Oliveira, Nelson F. F. Ebecken, Jorge L. F. de Oliveira, Luis Manoel Paiva Nunes
2010 C conf
ICMLA
Edimilson Batista dos Santos, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2010 C conf
IGARSS
Rosa Cristhyna de Oliveira Vieira Paes, Gutemberg Borges França, Victor Daher, Angelo Sartori, Nelson F. F. Ebecken
2010 conf
VECPAR
Valeriana G. Roncero, Myrian C. A. Costa, Nelson F. F. Ebecken
2009 J jnl
Fuzzy Sets Syst.
Alexandre G. Evsukoff, Sylvie Galichet, Beatriz Souza Leite Pires de Lima, Nelson F. F. Ebecken
2009 ch.
Computer Recognition Systems 3
Angelmar Constantino Roman, Hugo Bulegon, Silvio Bortoleto, Nelson F. F. Ebecken
2009 J jnl
Expert Syst. Appl.
Gilberto Carvalho Pereira, Nelson F. F. Ebecken
2009 J jnl
J. Exp. Theor. Artif. Intell.
Eduardo R. Hruschka, Antonio J. T. Garcia, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2009 conf
CIKM-CNIKM
Cristian Klen dos Santos, Alexandre G. Evsukoff, Beatriz Souza Leite Pires de Lima, Nelson F. F. Ebecken
2009 J jnl
Adv. Eng. Softw.
Otto M. Machado Filho, Nelson F. F. Ebecken
2008 ch.
Computational Intelligence in Medical Informatics
Vincenzo de Roberto Junior, Nelson F. F. Ebecken, Elias Restum Antonio
2008 J jnl
Braz. J. Inf. Syst.
Marta Mattoso, Nelson F. F. Ebecken, Gerson Zaverucha, Alexandre G. Evsukoff, Fernanda Baião, Myriam Costa, Guilherme Terra
2008 A conf
GECCO
Douglas Adriano Augusto, Helio J. C. Barbosa, Nelson F. F. Ebecken
2008 J jnl
Evol. Intell.
Grazziela Patrocinio Figueredo, Luís Alfredo V. de Carvalho, Helio J. C. Barbosa, Nelson F. F. Ebecken
2008 conf
ISDA (2)
Silvio Bortoleto, Nelson F. F. Ebecken
2008 J jnl
IEEE Trans. Fuzzy Syst.
Carlos A. Gama, Alexandre G. Evsukoff, Philippe Weber, Nelson F. F. Ebecken
2008 conf
ISDA (1)
L. A. Matsunaga, Nelson F. F. Ebecken
2008 conf
VECPAR
Antonio Anddre Serpa, Valeriana G. Roncero, Myrian C. A. Costa, Nelson F. F. Ebecken
2008 conf
VECPAR
Valeriana G. Roncero, Myrian C. A. Costa, Nelson F. F. Ebecken
2007 J jnl
J. Intell. Inf. Syst.
Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2007 A conf
GECCO
Grazziela Patrocinio Figueredo, Nelson F. F. Ebecken, Helio J. C. Barbosa
2007 conf
ICARIS
Grazziela Patrocinio Figueredo, Nelson F. F. Ebecken, Helio J. C. Barbosa
2007 J jnl
Data Knowl. Eng.
Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2007 C conf
ISDA
Saul D. de S. S. Pedro, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2006 conf
VECPAR
D. M. S. Martins, Fernando Otaviano Campos, Leandro Neumann Ciuffo, Rafael Sachetto Oliveira, Ronan M. Amorim, Vinícius F. Vieira, Nelson F. F. Ebecken, Ciro de Barros Barbosa, Rodrigo Weber dos Santos
2006 J jnl
J. Inf. Knowl. Manag.
Eduardo R. Hruschka, Estevam R. Hruschka Jr., Thiago F. Covoes, Nelson F. F. Ebecken
2006 J jnl
Neurocomputing
Eduardo R. Hruschka, Nelson F. F. Ebecken
2006 J jnl
Neurocomputing
André da Motta Salles Barreto, Helio J. C. Barbosa, Nelson F. F. Ebecken
2006 conf
VECPAR
Marta V. Modenesi, Myrian C. A. Costa, Alexandre G. Evsukoff, Nelson F. F. Ebecken
2006 J jnl
SIGKDD Explor.
Carlos André R. Pinheiro, Alexandre G. Evsukoff, Nelson F. F. Ebecken
2006 J jnl
Reliab. Comput.
Sebastião C. Pereira, Ulisses T. Mello, Nelson F. F. Ebecken, Rafi L. Muhanna
2005 conf
SGAI Conf. (Applications)
Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2005 conf
PKDD
Deborah R. Carvalho, Alex Alves Freitas, Nelson F. F. Ebecken
2005 C conf
HIS
Eduardo R. Hruschka, Thiago F. Covoes, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2005 conf
ICNC (3)
Eduardo R. Hruschka, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2004 conf
Neural Networks and Computational Intelligence
Vincenzo de Roberto Junior, Nelson F. F. Ebecken, Elias Restum Antonio
2004 B conf
FUZZ-IEEE
Gilberto Carvalho Pereira, Alexandre G. Evsukoff, Ricardo Coutinho, Nelson F. F. Ebecken
2004 conf
Canadian AI
Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2004 B conf
FUZZ-IEEE
Alexandre G. Evsukoff, Nelson F. F. Ebecken
2004 conf
VECPAR
Alexandre G. Evsukoff, Myrian C. A. Costa, Nelson F. F. Ebecken
2004 conf
Australian Conference on Artificial Intelligence
Eduardo R. Hruschka, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2003 J jnl
Appl. Artif. Intell.
Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2003 conf
SBBD
Eduardo R. Hruschka, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2003 J jnl
Intell. Data Anal.
Eduardo R. Hruschka, Nelson F. F. Ebecken
2003 conf
Australian Conference on Artificial Intelligence
Eduardo R. Hruschka, Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2003 conf
GCC (1)
S. R. R. Costa, L. G. Neves, F. Ayres, C. E. Mendonça, R. S. N. de Bragança, F. Gandour, L. V. Ferreira, Myrian C. A. Costa, Nelson F. F. Ebecken
2003 B conf
KES
Alexandre G. Evsukoff, Nelson F. F. Ebecken
2002 C conf
HIS
Estevam R. Hruschka Jr., Eduardo R. Hruschka, Nelson F. F. Ebecken
2002 conf
VECPAR
José L. A. Rosa, Nelson F. F. Ebecken
2002 conf
SBRN
André da Motta Salles Barreto, Helio J. C. Barbosa, Nelson F. F. Ebecken
2002 J jnl
Intell. Data Anal.
Estevam R. Hruschka Jr., Nelson F. F. Ebecken
2002 conf
VECPAR
Carmen N. M. Paz, Luiz Fernando Martha, José L. D. Alves, Eduardo M. R. Fairbairn, Nelson F. F. Ebecken, Alvaro L. G. A. Coutinho
2001 conf
SBBD
Mauricio Onoda, Nelson F. F. Ebecken
2000 J jnl
Int. J. Comput. Syst. Signals
Eduardo R. Hruschka, Nelson F. F. Ebecken
2000 conf
IJCNN (3)
Eduardo R. Hruschka, Nelson F. F. Ebecken
1999 J jnl
Intell. Data Anal.
Mauro Sousa, Marta Mattoso, Nelson F. F. Ebecken
1998 conf
DEXA Workshop
Mauro Sousa, Marta Mattoso, Nelson F. F. Ebecken
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"